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The Data Science Course Complete Data Science Bootcamp 2025 (Dec-2024)

📅 2025-05-14 10:14:26 📦 9.17GB 🔥 0
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Files list

01. Part 1 Introduction,01. A Practical Example What You Will Learn in This Course.mp4 10.76MB
01. Part 1 Introduction,01. A Practical Example What You Will Learn in This Course.vtt 6.82KB
01. Part 1 Introduction,02. What Does the Course Cover.mp4 9.56MB
01. Part 1 Introduction,02. What Does the Course Cover.vtt 5.44KB
01. Part 1 Introduction,03. Download All Resources and Important FAQ.html 21.34KB
01. Part 1 Introduction,assets,03. FAQ-The-Data-Science-Course.pdf 306.10KB
02. The Field of Data Science - The Various Data Science Disciplines,01. Data Science and Business Buzzwords Why are there so Many.mp4 15.59MB
02. The Field of Data Science - The Various Data Science Disciplines,01. Data Science and Business Buzzwords Why are there so Many.vtt 7.37KB
02. The Field of Data Science - The Various Data Science Disciplines,02. What is the difference between Analysis and Analytics.mp4 11.16MB
02. The Field of Data Science - The Various Data Science Disciplines,02. What is the difference between Analysis and Analytics.vtt 5.12KB
02. The Field of Data Science - The Various Data Science Disciplines,03. Business Analytics, Data Analytics, and Data Science An Introduction.mp4 14.60MB
02. The Field of Data Science - The Various Data Science Disciplines,03. Business Analytics, Data Analytics, and Data Science An Introduction.vtt 9.62KB
02. The Field of Data Science - The Various Data Science Disciplines,04. Continuing with BI, ML, and AI.mp4 47.55MB
02. The Field of Data Science - The Various Data Science Disciplines,04. Continuing with BI, ML, and AI.vtt 13.13KB
02. The Field of Data Science - The Various Data Science Disciplines,05. Traditional AI vs. Generative AI.mp4 24.51MB
02. The Field of Data Science - The Various Data Science Disciplines,05. Traditional AI vs. Generative AI.vtt 6.92KB
02. The Field of Data Science - The Various Data Science Disciplines,06. More Examples of Generative AI.mp4 30.54MB
02. The Field of Data Science - The Various Data Science Disciplines,06. More Examples of Generative AI.vtt 6.87KB
02. The Field of Data Science - The Various Data Science Disciplines,07. A Breakdown of our Data Science Infographic.mp4 45.37MB
02. The Field of Data Science - The Various Data Science Disciplines,07. A Breakdown of our Data Science Infographic.vtt 5.09KB
02. The Field of Data Science - The Various Data Science Disciplines,assets,03. 365-DataScience-Diagram.pdf 323.08KB
02. The Field of Data Science - The Various Data Science Disciplines,assets,04. 365-DataScience-Diagram.pdf 323.08KB
02. The Field of Data Science - The Various Data Science Disciplines,assets,04. 365-DataScience.png 6.92MB
02. The Field of Data Science - The Various Data Science Disciplines,assets,07. 365-DataScience.png 6.92MB
03. The Field of Data Science - Connecting the Data Science Disciplines,01. Applying Traditional Data, Big Data, BI, Traditional Data Science and ML.mp4 83.53MB
03. The Field of Data Science - Connecting the Data Science Disciplines,01. Applying Traditional Data, Big Data, BI, Traditional Data Science and ML.vtt 9.24KB
04. The Field of Data Science - The Benefits of Each Discipline,01. The Reason Behind These Disciplines.mp4 46.77MB
04. The Field of Data Science - The Benefits of Each Discipline,01. The Reason Behind These Disciplines.vtt 6.54KB
05. The Field of Data Science - Popular Data Science Techniques,01. Techniques for Working with Traditional Data.mp4 107.18MB
05. The Field of Data Science - Popular Data Science Techniques,01. Techniques for Working with Traditional Data.vtt 10.96KB
05. The Field of Data Science - Popular Data Science Techniques,02. Real Life Examples of Traditional Data.mp4 18.37MB
05. The Field of Data Science - Popular Data Science Techniques,02. Real Life Examples of Traditional Data.vtt 2.33KB
05. The Field of Data Science - Popular Data Science Techniques,03. Techniques for Working with Big Data.mp4 62.12MB
05. The Field of Data Science - Popular Data Science Techniques,03. Techniques for Working with Big Data.vtt 5.84KB
05. The Field of Data Science - Popular Data Science Techniques,04. Real Life Examples of Big Data.mp4 13.05MB
05. The Field of Data Science - Popular Data Science Techniques,04. Real Life Examples of Big Data.vtt 1.89KB
05. The Field of Data Science - Popular Data Science Techniques,05. Business Intelligence (BI) Techniques.mp4 52.91MB
05. The Field of Data Science - Popular Data Science Techniques,05. Business Intelligence (BI) Techniques.vtt 8.82KB
05. The Field of Data Science - Popular Data Science Techniques,06. Real Life Examples of Business Intelligence (BI).mp4 24.62MB
05. The Field of Data Science - Popular Data Science Techniques,06. Real Life Examples of Business Intelligence (BI).vtt 2.26KB
05. The Field of Data Science - Popular Data Science Techniques,07. Techniques for Working with Traditional Methods.mp4 76.01MB
05. The Field of Data Science - Popular Data Science Techniques,07. Techniques for Working with Traditional Methods.vtt 11.49KB
05. The Field of Data Science - Popular Data Science Techniques,08. Real Life Examples of Traditional Methods.mp4 36.74MB
05. The Field of Data Science - Popular Data Science Techniques,08. Real Life Examples of Traditional Methods.vtt 5.37KB
05. The Field of Data Science - Popular Data Science Techniques,09. Machine Learning (ML) Techniques.mp4 49.42MB
05. The Field of Data Science - Popular Data Science Techniques,09. Machine Learning (ML) Techniques.vtt 9.31KB
05. The Field of Data Science - Popular Data Science Techniques,10. Types of Machine Learning.mp4 69.45MB
05. The Field of Data Science - Popular Data Science Techniques,10. Types of Machine Learning.vtt 10.95KB
05. The Field of Data Science - Popular Data Science Techniques,11. Evolution and Latest Trends of Machine Learning (ML).mp4 27.32MB
05. The Field of Data Science - Popular Data Science Techniques,11. Evolution and Latest Trends of Machine Learning (ML).vtt 7.76KB
05. The Field of Data Science - Popular Data Science Techniques,12. Real Life Examples of Machine Learning (ML).mp4 27.74MB
05. The Field of Data Science - Popular Data Science Techniques,12. Real Life Examples of Machine Learning (ML).vtt 3.03KB
06. The Field of Data Science - Popular Data Science Tools,01. Necessary Programming Languages and Software Used in Data Science.mp4 82.38MB
06. The Field of Data Science - Popular Data Science Tools,01. Necessary Programming Languages and Software Used in Data Science.vtt 7.97KB
07. The Field of Data Science - Careers in Data Science,01. Finding the Job - What to Expect and What to Look for.mp4 40.03MB
07. The Field of Data Science - Careers in Data Science,01. Finding the Job - What to Expect and What to Look for.vtt 4.66KB
08. The Field of Data Science - Debunking Common Misconceptions,01. Debunking Common Misconceptions.mp4 58.86MB
08. The Field of Data Science - Debunking Common Misconceptions,01. Debunking Common Misconceptions.vtt 5.53KB
09. Part 2 Probability,01. The Basic Probability Formula.mp4 29.40MB
09. Part 2 Probability,01. The Basic Probability Formula.vtt 8.96KB
09. Part 2 Probability,02. Computing Expected Values.mp4 45.66MB
09. Part 2 Probability,02. Computing Expected Values.vtt 6.95KB
09. Part 2 Probability,03. Frequency.mp4 37.37MB
09. Part 2 Probability,03. Frequency.vtt 6.93KB
09. Part 2 Probability,04. Events and Their Complements.mp4 25.84MB
09. Part 2 Probability,04. Events and Their Complements.vtt 7.13KB
09. Part 2 Probability,assets,01. Course-Notes-Basic-Probability.pdf 371.05KB
10. Probability - Combinatorics,01. Fundamentals of Combinatorics.mp4 5.94MB
10. Probability - Combinatorics,01. Fundamentals of Combinatorics.vtt 1.47KB
10. Probability - Combinatorics,02. Permutations and How to Use Them.mp4 17.52MB
10. Probability - Combinatorics,02. Permutations and How to Use Them.vtt 4.41KB
10. Probability - Combinatorics,03. Simple Operations with Factorials.mp4 10.51MB
10. Probability - Combinatorics,03. Simple Operations with Factorials.vtt 3.39KB
10. Probability - Combinatorics,04. Solving Variations with Repetition.mp4 13.95MB
10. Probability - Combinatorics,04. Solving Variations with Repetition.vtt 3.75KB
10. Probability - Combinatorics,05. Solving Variations without Repetition.mp4 18.25MB
10. Probability - Combinatorics,05. Solving Variations without Repetition.vtt 4.94KB
10. Probability - Combinatorics,06. Solving Combinations.mp4 23.64MB
10. Probability - Combinatorics,06. Solving Combinations.vtt 6.03KB
10. Probability - Combinatorics,07. Symmetry of Combinations.mp4 13.74MB
10. Probability - Combinatorics,07. Symmetry of Combinations.vtt 4.49KB
10. Probability - Combinatorics,08. Solving Combinations with Separate Sample Spaces.mp4 20.30MB
10. Probability - Combinatorics,08. Solving Combinations with Separate Sample Spaces.vtt 4.07KB
10. Probability - Combinatorics,09. Combinatorics in Real-Life The Lottery.mp4 16.38MB
10. Probability - Combinatorics,09. Combinatorics in Real-Life The Lottery.vtt 4.22KB
10. Probability - Combinatorics,10. A Recap of Combinatorics.mp4 12.10MB
10. Probability - Combinatorics,10. A Recap of Combinatorics.vtt 3.79KB
10. Probability - Combinatorics,11. A Practical Example of Combinatorics.mp4 80.69MB
10. Probability - Combinatorics,11. A Practical Example of Combinatorics.vtt 15.17KB
10. Probability - Combinatorics,assets,01. Course-Notes-Combinatorics.pdf 226.12KB
10. Probability - Combinatorics,assets,06. Combinations-With-Repetition.pdf 207.41KB
10. Probability - Combinatorics,assets,07. Symmetry-Explained.pdf 85.04KB
10. Probability - Combinatorics,assets,11. Additional-Exercises-Combinatorics-Solutions.pdf 245.67KB
10. Probability - Combinatorics,assets,11. Additional-Exercises-Combinatorics.pdf 106.58KB
11. Probability - Bayesian Inference,01. Sets and Events.mp4 17.67MB
11. Probability - Bayesian Inference,01. Sets and Events.vtt 5.45KB
11. Probability - Bayesian Inference,02. Ways Sets Can Interact.mp4 11.33MB
11. Probability - Bayesian Inference,02. Ways Sets Can Interact.vtt 4.62KB
11. Probability - Bayesian Inference,03. Intersection of Sets.mp4 11.02MB
11. Probability - Bayesian Inference,03. Intersection of Sets.vtt 2.59KB
11. Probability - Bayesian Inference,04. Union of Sets.mp4 24.18MB
11. Probability - Bayesian Inference,04. Union of Sets.vtt 6.25KB
11. Probability - Bayesian Inference,05. Mutually Exclusive Sets.mp4 10.58MB
11. Probability - Bayesian Inference,05. Mutually Exclusive Sets.vtt 2.76KB
11. Probability - Bayesian Inference,06. Dependence and Independence of Sets.mp4 14.92MB
11. Probability - Bayesian Inference,06. Dependence and Independence of Sets.vtt 3.47KB
11. Probability - Bayesian Inference,07. The Conditional Probability Formula.mp4 20.07MB
11. Probability - Bayesian Inference,07. The Conditional Probability Formula.vtt 5.90KB
11. Probability - Bayesian Inference,08. The Law of Total Probability.mp4 14.21MB
11. Probability - Bayesian Inference,08. The Law of Total Probability.vtt 3.91KB
11. Probability - Bayesian Inference,09. The Additive Rule.mp4 11.09MB
11. Probability - Bayesian Inference,09. The Additive Rule.vtt 2.66KB
11. Probability - Bayesian Inference,10. The Multiplication Law.mp4 20.19MB
11. Probability - Bayesian Inference,10. The Multiplication Law.vtt 4.71KB
11. Probability - Bayesian Inference,11. Bayes' Law.mp4 21.35MB
11. Probability - Bayesian Inference,11. Bayes' Law.vtt 7.70KB
11. Probability - Bayesian Inference,12. A Practical Example of Bayesian Inference.mp4 139.24MB
11. Probability - Bayesian Inference,12. A Practical Example of Bayesian Inference.vtt 20.11KB
11. Probability - Bayesian Inference,assets,01. Course-Notes-Bayesian-Inference.pdf 386.01KB
11. Probability - Bayesian Inference,assets,12. Bayesian-Homework-Solutions.pdf 30.35KB
11. Probability - Bayesian Inference,assets,12. Bayesian-Homework.pdf 27.26KB
11. Probability - Bayesian Inference,assets,12. CDS-2017-2018-Hamilton.pdf 845.31KB
12. Probability - Distributions,01. Fundamentals of Probability Distributions.mp4 19.42MB
12. Probability - Distributions,01. Fundamentals of Probability Distributions.vtt 8.40KB
12. Probability - Distributions,02. Types of Probability Distributions.mp4 35.59MB
12. Probability - Distributions,02. Types of Probability Distributions.vtt 10.44KB
12. Probability - Distributions,03. Characteristics of Discrete Distributions.mp4 9.42MB
12. Probability - Distributions,03. Characteristics of Discrete Distributions.vtt 2.56KB
12. Probability - Distributions,04. Discrete Distributions The Uniform Distribution.mp4 10.30MB
12. Probability - Distributions,04. Discrete Distributions The Uniform Distribution.vtt 2.90KB
12. Probability - Distributions,05. Discrete Distributions The Bernoulli Distribution.mp4 15.12MB
12. Probability - Distributions,05. Discrete Distributions The Bernoulli Distribution.vtt 5.22KB
12. Probability - Distributions,06. Discrete Distributions The Binomial Distribution.mp4 30.60MB
12. Probability - Distributions,06. Discrete Distributions The Binomial Distribution.vtt 8.82KB
12. Probability - Distributions,07. Discrete Distributions The Poisson Distribution.mp4 23.92MB
12. Probability - Distributions,07. Discrete Distributions The Poisson Distribution.vtt 7.18KB
12. Probability - Distributions,08. Characteristics of Continuous Distributions.mp4 21.25MB
12. Probability - Distributions,08. Characteristics of Continuous Distributions.vtt 9.18KB
12. Probability - Distributions,09. Continuous Distributions The Normal Distribution.mp4 20.01MB
12. Probability - Distributions,09. Continuous Distributions The Normal Distribution.vtt 5.09KB
12. Probability - Distributions,10. Continuous Distributions The Standard Normal Distribution.mp4 21.11MB
12. Probability - Distributions,10. Continuous Distributions The Standard Normal Distribution.vtt 5.73KB
12. Probability - Distributions,11. Continuous Distributions The Students' T Distribution.mp4 9.24MB
12. Probability - Distributions,11. Continuous Distributions The Students' T Distribution.vtt 3.22KB
12. Probability - Distributions,12. Continuous Distributions The Chi-Squared Distribution.mp4 11.16MB
12. Probability - Distributions,12. Continuous Distributions The Chi-Squared Distribution.vtt 2.98KB
12. Probability - Distributions,13. Continuous Distributions The Exponential Distribution.mp4 15.99MB
12. Probability - Distributions,13. Continuous Distributions The Exponential Distribution.vtt 4.47KB
12. Probability - Distributions,14. Continuous Distributions The Logistic Distribution.mp4 16.18MB
12. Probability - Distributions,14. Continuous Distributions The Logistic Distribution.vtt 5.41KB
12. Probability - Distributions,15. A Practical Example of Probability Distributions.mp4 138.31MB
12. Probability - Distributions,15. A Practical Example of Probability Distributions.vtt 21.13KB
12. Probability - Distributions,assets,01. Course-Notes-Probability-Distributions.pdf 463.95KB
12. Probability - Distributions,assets,07. Poisson-Expected-Value-and-Variance.pdf 145.99KB
12. Probability - Distributions,assets,08. Solving-Integrals.pdf 343.85KB
12. Probability - Distributions,assets,09. Normal-Distribution-Exp-and-Var.pdf 144.08KB
12. Probability - Distributions,assets,15. Customers-Membership-post.xlsx 15.62KB
12. Probability - Distributions,assets,15. Customers-Membership.xlsx 9.69KB
12. Probability - Distributions,assets,15. Daily-Views-post.xlsx 20.21KB
12. Probability - Distributions,assets,15. Daily-Views.xlsx 9.53KB
12. Probability - Distributions,assets,15. FIFA19-post.csv 8.64MB
12. Probability - Distributions,assets,15. FIFA19.csv 8.64MB
13. Probability - Probability in Other Fields,01. Probability in Finance.mp4 40.35MB
13. Probability - Probability in Other Fields,01. Probability in Finance.vtt 10.08KB
13. Probability - Probability in Other Fields,02. Probability in Statistics.mp4 31.60MB
13. Probability - Probability in Other Fields,02. Probability in Statistics.vtt 9.12KB
13. Probability - Probability in Other Fields,03. Probability in Data Science.mp4 14.24MB
13. Probability - Probability in Other Fields,03. Probability in Data Science.vtt 7.11KB
13. Probability - Probability in Other Fields,assets,01. Probability-in-Finance-Homework.pdf 110.68KB
13. Probability - Probability in Other Fields,assets,01. Probability-in-Finance-Solutions.pdf 184.46KB
13. Probability - Probability in Other Fields,assets,03. Probability-Cheat-Sheet.pdf 320.28KB
14. Part 3 Statistics,01. Population and Sample.mp4 35.10MB
14. Part 3 Statistics,01. Population and Sample.vtt 5.84KB
14. Part 3 Statistics,assets,01. Course-notes-descriptive-statistics.pdf 482.21KB
14. Part 3 Statistics,assets,01. Statistics-Glossary.xlsx 20.26KB
15. Statistics - Descriptive Statistics,01. Types of Data.mp4 43.19MB
15. Statistics - Descriptive Statistics,01. Types of Data.vtt 5.82KB
15. Statistics - Descriptive Statistics,02. Levels of Measurement.mp4 32.19MB
15. Statistics - Descriptive Statistics,02. Levels of Measurement.vtt 4.83KB
15. Statistics - Descriptive Statistics,03. Categorical Variables - Visualization Techniques.mp4 27.49MB
15. Statistics - Descriptive Statistics,03. Categorical Variables - Visualization Techniques.vtt 6.71KB
15. Statistics - Descriptive Statistics,04. Categorical Variables Exercise.html 81.00Bytes
15. Statistics - Descriptive Statistics,05. Numerical Variables - Frequency Distribution Table.mp4 17.70MB
15. Statistics - Descriptive Statistics,05. Numerical Variables - Frequency Distribution Table.vtt 4.45KB
15. Statistics - Descriptive Statistics,06. Numerical Variables Exercise.html 81.00Bytes
15. Statistics - Descriptive Statistics,07. The Histogram.mp4 9.58MB
15. Statistics - Descriptive Statistics,07. The Histogram.vtt 3.37KB
15. Statistics - Descriptive Statistics,08. Histogram Exercise.html 81.00Bytes
15. Statistics - Descriptive Statistics,09. Cross Tables and Scatter Plots.mp4 19.70MB
15. Statistics - Descriptive Statistics,09. Cross Tables and Scatter Plots.vtt 6.92KB
15. Statistics - Descriptive Statistics,10. Cross Tables and Scatter Plots Exercise.html 81.00Bytes
15. Statistics - Descriptive Statistics,11. Mean, median and mode.mp4 24.50MB
15. Statistics - Descriptive Statistics,11. Mean, median and mode.vtt 5.98KB
15. Statistics - Descriptive Statistics,12. Mean, Median and Mode Exercise.html 81.00Bytes
15. Statistics - Descriptive Statistics,13. Skewness.mp4 13.32MB
15. Statistics - Descriptive Statistics,13. Skewness.vtt 3.73KB
15. Statistics - Descriptive Statistics,14. Skewness Exercise.html 81.00Bytes
15. Statistics - Descriptive Statistics,15. Variance.mp4 23.55MB
15. Statistics - Descriptive Statistics,15. Variance.vtt 8.19KB
15. Statistics - Descriptive Statistics,16. Variance Exercise.html 522.00Bytes
15. Statistics - Descriptive Statistics,17. Standard Deviation and Coefficient of Variation.mp4 20.12MB
15. Statistics - Descriptive Statistics,17. Standard Deviation and Coefficient of Variation.vtt 6.35KB
15. Statistics - Descriptive Statistics,18. Standard Deviation and Coefficient of Variation Exercise.html 81.00Bytes
15. Statistics - Descriptive Statistics,19. Covariance.mp4 18.37MB
15. Statistics - Descriptive Statistics,19. Covariance.vtt 5.11KB
15. Statistics - Descriptive Statistics,20. Covariance Exercise.html 81.00Bytes
15. Statistics - Descriptive Statistics,21. Correlation Coefficient.mp4 19.32MB
15. Statistics - Descriptive Statistics,21. Correlation Coefficient.vtt 4.96KB
15. Statistics - Descriptive Statistics,22. Correlation Coefficient Exercise.html 81.00Bytes
15. Statistics - Descriptive Statistics,assets,01. Course-notes-descriptive-statistics.pdf 482.21KB
15. Statistics - Descriptive Statistics,assets,01. Glossary.xlsx 19.97KB
15. Statistics - Descriptive Statistics,assets,03. 2.3.Categorical-variables.Visualization-techniques-lesson.xlsx 30.77KB
15. Statistics - Descriptive Statistics,assets,04. 2.3.Categorical-variables.Visualization-techniques-exercise-solution.xlsx 41.11KB
15. Statistics - Descriptive Statistics,assets,04. 2.3.Categorical-variables.Visualization-techniques-exercise.xlsx 15.24KB
15. Statistics - Descriptive Statistics,assets,04. Statistics-PDF-with-Excel-Solutions-that-dont-visualize-properly.pdf 289.12KB
15. Statistics - Descriptive Statistics,assets,05. 2.4.Numerical-variables.Frequency-distribution-table-lesson.xlsx 11.44KB
15. Statistics - Descriptive Statistics,assets,06. 2.4.Numerical-variables.Frequency-distribution-table-exercise-solution.xlsx 13.15KB
15. Statistics - Descriptive Statistics,assets,07. 2.5.The-Histogram-lesson.xlsx 18.63KB
15. Statistics - Descriptive Statistics,assets,08. 2.5.The-Histogram-exercise-solution.xlsx 17.10KB
15. Statistics - Descriptive Statistics,assets,08. 2.5.The-Histogram-exercise.xlsx 15.50KB
15. Statistics - Descriptive Statistics,assets,08. Statistics-PDF-with-Excel-Solutions-that-dont-visualize-properly.pdf 289.12KB
15. Statistics - Descriptive Statistics,assets,09. 2.6.Cross-table-and-scatter-plot.xlsx 26.12KB
15. Statistics - Descriptive Statistics,assets,10. 2.6.Cross-table-and-scatter-plot-exercise-solution.xlsx 40.44KB
15. Statistics - Descriptive Statistics,assets,10. 2.6.Cross-table-and-scatter-plot-exercise.xlsx 16.28KB
15. Statistics - Descriptive Statistics,assets,11. 2.7.Mean-median-and-mode-lesson.xlsx 10.49KB
15. Statistics - Descriptive Statistics,assets,12. 2.7.Mean-median-and-mode-exercise-solution.xlsx 11.35KB
15. Statistics - Descriptive Statistics,assets,12. 2.7.Mean-median-and-mode-exercise.xlsx 10.87KB
15. Statistics - Descriptive Statistics,assets,13. 2.8.Skewness-lesson.xlsx 34.63KB
15. Statistics - Descriptive Statistics,assets,14. 2.8.Skewness-exercise-solution.xlsx 19.78KB
15. Statistics - Descriptive Statistics,assets,14. 2.8.Skewness-exercise.xlsx 9.49KB
15. Statistics - Descriptive Statistics,assets,15. 2.9.Variance-lesson.xlsx 10.08KB
15. Statistics - Descriptive Statistics,assets,16. 2.9.Variance-exercise-solution.xlsx 11.05KB
15. Statistics - Descriptive Statistics,assets,16. 2.9.Variance-exercise.xlsx 10.83KB
15. Statistics - Descriptive Statistics,assets,17. 2.10.Standard-deviation-and-coefficient-of-variation-lesson.xlsx 10.97KB
15. Statistics - Descriptive Statistics,assets,18. 2.10.Standard-deviation-and-coefficient-of-variation-exercise-solution.xlsx 12.60KB
15. Statistics - Descriptive Statistics,assets,18. 2.10.Standard-deviation-and-coefficient-of-variation-exercise.xlsx 11.61KB
15. Statistics - Descriptive Statistics,assets,19. 2.11.Covariance-lesson.xlsx 24.92KB
15. Statistics - Descriptive Statistics,assets,20. 2.11.Covariance-exercise-solution.xlsx 29.51KB
15. Statistics - Descriptive Statistics,assets,20. 2.11.Covariance-exercise.xlsx 20.23KB
15. Statistics - Descriptive Statistics,assets,22. 2.12.Correlation-exercise-solution.xlsx 29.48KB
15. Statistics - Descriptive Statistics,assets,22. 2.12.Correlation-exercise.xlsx 29.30KB
16. Statistics - Practical Example Descriptive Statistics,01. Practical Example Descriptive Statistics.mp4 130.53MB
16. Statistics - Practical Example Descriptive Statistics,01. Practical Example Descriptive Statistics.vtt 20.99KB
16. Statistics - Practical Example Descriptive Statistics,02. Practical Example Descriptive Statistics Exercise.html 81.00Bytes
16. Statistics - Practical Example Descriptive Statistics,assets,01. 2.13.Practical-example.Descriptive-statistics-lesson.xlsx 146.51KB
16. Statistics - Practical Example Descriptive Statistics,assets,02. 2.13.Practical-example.Descriptive-statistics-exercise-solution.xlsx 146.38KB
16. Statistics - Practical Example Descriptive Statistics,assets,02. 2.13.Practical-example.Descriptive-statistics-exercise.xlsx 120.27KB
17. Statistics - Inferential Statistics Fundamentals,01. Introduction.mp4 3.06MB
17. Statistics - Inferential Statistics Fundamentals,01. Introduction.vtt 1.67KB
17. Statistics - Inferential Statistics Fundamentals,02. What is a Distribution.mp4 17.20MB
17. Statistics - Inferential Statistics Fundamentals,02. What is a Distribution.vtt 5.90KB
17. Statistics - Inferential Statistics Fundamentals,03. The Normal Distribution.mp4 13.07MB
17. Statistics - Inferential Statistics Fundamentals,03. The Normal Distribution.vtt 5.20KB
17. Statistics - Inferential Statistics Fundamentals,04. The Standard Normal Distribution.mp4 8.60MB
17. Statistics - Inferential Statistics Fundamentals,04. The Standard Normal Distribution.vtt 4.03KB
17. Statistics - Inferential Statistics Fundamentals,05. The Standard Normal Distribution Exercise.html 81.00Bytes
17. Statistics - Inferential Statistics Fundamentals,06. Central Limit Theorem.mp4 23.22MB
17. Statistics - Inferential Statistics Fundamentals,06. Central Limit Theorem.vtt 5.61KB
17. Statistics - Inferential Statistics Fundamentals,07. Standard error.mp4 13.51MB
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18. Statistics - Inferential Statistics Confidence Intervals,03. Confidence Intervals; Population Variance Known; Z-score; Exercise.html 81.00Bytes
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20. Statistics - Hypothesis Testing,04. Type I Error and Type II Error.mp4 15.29MB
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20. Statistics - Hypothesis Testing,15. Test for the mean. Independent Samples (Part 2). Exercise.html 81.00Bytes
20. Statistics - Hypothesis Testing,assets,01. Course-notes-hypothesis-testing.pdf 656.44KB
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21. Statistics - Practical Example Hypothesis Testing,01. Practical Example Hypothesis Testing.mp4 45.83MB
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21. Statistics - Practical Example Hypothesis Testing,assets,01. 4.10.Hypothesis-testing-section-practical-example.xlsx 51.90KB
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22. Part 4 Introduction to Python,01. Introduction to Programming.mp4 14.87MB
22. Part 4 Introduction to Python,01. Introduction to Programming.vtt 7.29KB
22. Part 4 Introduction to Python,02. Why Python.mp4 12.19MB
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22. Part 4 Introduction to Python,03. Why Jupyter.mp4 8.00MB
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22. Part 4 Introduction to Python,04. Installing Python and Jupyter.mp4 18.81MB
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22. Part 4 Introduction to Python,05. Understanding Jupyter's Interface - the Notebook Dashboard.mp4 6.07MB
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22. Part 4 Introduction to Python,06. Prerequisites for Coding in the Jupyter Notebooks.mp4 18.96MB
22. Part 4 Introduction to Python,06. Prerequisites for Coding in the Jupyter Notebooks.vtt 7.89KB
22. Part 4 Introduction to Python,assets,01. Introduction-to-Python-Course-Notes.pdf 2.15MB
23. Python - Variables and Data Types,01. Variables.mp4 8.94MB
23. Python - Variables and Data Types,01. Variables.vtt 4.80KB
23. Python - Variables and Data Types,02. Numbers and Boolean Values in Python.mp4 6.57MB
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23. Python - Variables and Data Types,03. Python Strings.mp4 19.72MB
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23. Python - Variables and Data Types,assets,01. Introduction-to-Python-Course-Notes.pdf 2.15MB
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23. Python - Variables and Data Types,assets,03. Strings-Exercise-Py3.ipynb 2.61KB
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24. Python - Basic Python Syntax,01. Using Arithmetic Operators in Python.mp4 8.63MB
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24. Python - Basic Python Syntax,02. The Double Equality Sign.mp4 2.72MB
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24. Python - Basic Python Syntax,04. Add Comments.mp4 2.41MB
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25. Python - Other Python Operators,01. Comparison Operators.mp4 4.16MB
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26. Python - Conditional Statements,01. The IF Statement.mp4 6.71MB
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36. Advanced Statistical Methods - Logistic Regression,assets,04. Admittance-regression.ipynb 2.09KB
36. Advanced Statistical Methods - Logistic Regression,assets,05. Building-a-Logistic-Regression-Exercise.ipynb 2.92KB
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36. Advanced Statistical Methods - Logistic Regression,assets,05. Example-bank-data.csv 6.21KB
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36. Advanced Statistical Methods - Logistic Regression,assets,08. Understanding-Logistic-Regression-Tables-Exercise.ipynb 3.16KB
36. Advanced Statistical Methods - Logistic Regression,assets,08. Understanding-Logistic-Regression-Tables-Solution.ipynb 4.79KB
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36. Advanced Statistical Methods - Logistic Regression,assets,10. Binary-predictors.ipynb 2.41KB
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36. Advanced Statistical Methods - Logistic Regression,assets,12. Accuracy.ipynb 3.63KB
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36. Advanced Statistical Methods - Logistic Regression,assets,13. Calculating-the-Accuracy-of-the-Model-Solution.ipynb 81.21KB
36. Advanced Statistical Methods - Logistic Regression,assets,15. 2.03.Test-dataset.csv 322.00Bytes
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36. Advanced Statistical Methods - Logistic Regression,assets,15. Testing-the-model.ipynb 5.77KB
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36. Advanced Statistical Methods - Logistic Regression,assets,16. Testing-the-Model-Solution.ipynb 111.10KB
37. Advanced Statistical Methods - Cluster Analysis,01. Introduction to Cluster Analysis.mp4 14.46MB
37. Advanced Statistical Methods - Cluster Analysis,01. Introduction to Cluster Analysis.vtt 4.96KB
37. Advanced Statistical Methods - Cluster Analysis,02. Some Examples of Clusters.mp4 35.86MB
37. Advanced Statistical Methods - Cluster Analysis,02. Some Examples of Clusters.vtt 6.25KB
37. Advanced Statistical Methods - Cluster Analysis,03. Difference between Classification and Clustering.mp4 9.67MB
37. Advanced Statistical Methods - Cluster Analysis,03. Difference between Classification and Clustering.vtt 3.62KB
37. Advanced Statistical Methods - Cluster Analysis,04. Math Prerequisites.mp4 5.27MB
37. Advanced Statistical Methods - Cluster Analysis,04. Math Prerequisites.vtt 4.37KB
37. Advanced Statistical Methods - Cluster Analysis,assets,01. Course-Notes-Cluster-Analysis.pdf 208.65KB
37. Advanced Statistical Methods - Cluster Analysis,assets,02. Course-Notes-Cluster-Analysis.pdf 208.65KB
38. Advanced Statistical Methods - K-Means Clustering,01. K-Means Clustering.mp4 10.82MB
38. Advanced Statistical Methods - K-Means Clustering,01. K-Means Clustering.vtt 6.60KB
38. Advanced Statistical Methods - K-Means Clustering,02. A Simple Example of Clustering.mp4 34.18MB
38. Advanced Statistical Methods - K-Means Clustering,02. A Simple Example of Clustering.vtt 9.74KB
38. Advanced Statistical Methods - K-Means Clustering,03. A Simple Example of Clustering - Exercise.html 87.00Bytes
38. Advanced Statistical Methods - K-Means Clustering,04. Clustering Categorical Data.mp4 10.35MB
38. Advanced Statistical Methods - K-Means Clustering,04. Clustering Categorical Data.vtt 3.32KB
38. Advanced Statistical Methods - K-Means Clustering,05. Clustering Categorical Data - Exercise.html 87.00Bytes
38. Advanced Statistical Methods - K-Means Clustering,06. How to Choose the Number of Clusters.mp4 26.87MB
38. Advanced Statistical Methods - K-Means Clustering,06. How to Choose the Number of Clusters.vtt 7.57KB
38. Advanced Statistical Methods - K-Means Clustering,07. How to Choose the Number of Clusters - Exercise.html 87.00Bytes
38. Advanced Statistical Methods - K-Means Clustering,08. Pros and Cons of K-Means Clustering.mp4 11.12MB
38. Advanced Statistical Methods - K-Means Clustering,08. Pros and Cons of K-Means Clustering.vtt 4.59KB
38. Advanced Statistical Methods - K-Means Clustering,09. To Standardize or not to Standardize.mp4 10.92MB
38. Advanced Statistical Methods - K-Means Clustering,09. To Standardize or not to Standardize.vtt 6.26KB
38. Advanced Statistical Methods - K-Means Clustering,10. Relationship between Clustering and Regression.mp4 3.51MB
38. Advanced Statistical Methods - K-Means Clustering,10. Relationship between Clustering and Regression.vtt 2.29KB
38. Advanced Statistical Methods - K-Means Clustering,11. Market Segmentation with Cluster Analysis (Part 1).mp4 28.04MB
38. Advanced Statistical Methods - K-Means Clustering,11. Market Segmentation with Cluster Analysis (Part 1).vtt 7.53KB
38. Advanced Statistical Methods - K-Means Clustering,12. Market Segmentation with Cluster Analysis (Part 2).mp4 34.08MB
38. Advanced Statistical Methods - K-Means Clustering,12. Market Segmentation with Cluster Analysis (Part 2).vtt 9.13KB
38. Advanced Statistical Methods - K-Means Clustering,13. How is Clustering Useful.mp4 37.43MB
38. Advanced Statistical Methods - K-Means Clustering,13. How is Clustering Useful.vtt 6.78KB
38. Advanced Statistical Methods - K-Means Clustering,14. EXERCISE Species Segmentation with Cluster Analysis (Part 1).html 87.00Bytes
38. Advanced Statistical Methods - K-Means Clustering,15. EXERCISE Species Segmentation with Cluster Analysis (Part 2).html 87.00Bytes
38. Advanced Statistical Methods - K-Means Clustering,assets,02. 3.01.Country-clusters.csv 200.00Bytes
38. Advanced Statistical Methods - K-Means Clustering,assets,02. Country-clusters-with-comments.ipynb 5.80KB
38. Advanced Statistical Methods - K-Means Clustering,assets,02. Country-clusters.ipynb 3.31KB
38. Advanced Statistical Methods - K-Means Clustering,assets,03. A-Simple-Example-of-Clustering-Exercise.ipynb 3.62KB
38. Advanced Statistical Methods - K-Means Clustering,assets,03. A-Simple-Example-of-Clustering-Solution.ipynb 4.65KB
38. Advanced Statistical Methods - K-Means Clustering,assets,03. Countries-exercise.csv 8.27KB
38. Advanced Statistical Methods - K-Means Clustering,assets,04. Categorical-data-with-comments.ipynb 5.62KB
38. Advanced Statistical Methods - K-Means Clustering,assets,04. Categorical-data.ipynb 3.35KB
38. Advanced Statistical Methods - K-Means Clustering,assets,05. Categorical.csv 10.34KB
38. Advanced Statistical Methods - K-Means Clustering,assets,05. Clustering-Categorical-Data-Exercise.ipynb 3.78KB
38. Advanced Statistical Methods - K-Means Clustering,assets,05. Clustering-Categorical-Data-Solution.ipynb 4.90KB
38. Advanced Statistical Methods - K-Means Clustering,assets,06. Selecting-the-number-of-clusters-with-comments.ipynb 7.48KB
38. Advanced Statistical Methods - K-Means Clustering,assets,06. Selecting-the-number-of-clusters.ipynb 4.53KB
38. Advanced Statistical Methods - K-Means Clustering,assets,07. Countries-exercise.csv 8.27KB
38. Advanced Statistical Methods - K-Means Clustering,assets,07. How-to-Choose-the-Number-of-Clusters-Exercise.ipynb 5.55KB
38. Advanced Statistical Methods - K-Means Clustering,assets,07. How-to-Choose-the-Number-of-Clusters-Solution.ipynb 8.49KB
38. Advanced Statistical Methods - K-Means Clustering,assets,11. 3.12.Example.csv 283.00Bytes
38. Advanced Statistical Methods - K-Means Clustering,assets,11. Market-segmentation-example-with-comments.ipynb 5.90KB
38. Advanced Statistical Methods - K-Means Clustering,assets,11. Market-segmentation-example.ipynb 3.80KB
38. Advanced Statistical Methods - K-Means Clustering,assets,12. Market-segmentation-example-Part2-with-comments.ipynb 6.81KB
38. Advanced Statistical Methods - K-Means Clustering,assets,12. Market-segmentation-example-Part2.ipynb 4.68KB
38. Advanced Statistical Methods - K-Means Clustering,assets,14. iris-dataset.csv 2.40KB
38. Advanced Statistical Methods - K-Means Clustering,assets,14. Species-Segmentation-with-Cluster-Analysis-Part-1-Exercise.ipynb 4.46KB
38. Advanced Statistical Methods - K-Means Clustering,assets,14. Species-Segmentation-with-Cluster-Analysis-Part-1-Solution.ipynb 7.35KB
38. Advanced Statistical Methods - K-Means Clustering,assets,15. iris-dataset.csv 2.40KB
38. Advanced Statistical Methods - K-Means Clustering,assets,15. iris-with-answers.csv 3.63KB
38. Advanced Statistical Methods - K-Means Clustering,assets,15. Species-Segmentation-with-Cluster-Analysis-Part-2-Exercise.ipynb 10.74KB
38. Advanced Statistical Methods - K-Means Clustering,assets,15. Species-Segmentation-with-Cluster-Analysis-Part-2-Solution.ipynb 15.30KB
39. Advanced Statistical Methods - Other Types of Clustering,01. Types of Clustering.mp4 9.01MB
39. Advanced Statistical Methods - Other Types of Clustering,01. Types of Clustering.vtt 5.07KB
39. Advanced Statistical Methods - Other Types of Clustering,02. Dendrogram.mp4 18.29MB
39. Advanced Statistical Methods - Other Types of Clustering,02. Dendrogram.vtt 7.58KB
39. Advanced Statistical Methods - Other Types of Clustering,03. Heatmaps.mp4 18.50MB
39. Advanced Statistical Methods - Other Types of Clustering,03. Heatmaps.vtt 6.18KB
39. Advanced Statistical Methods - Other Types of Clustering,assets,03. Country-clusters-standardized.csv 244.00Bytes
39. Advanced Statistical Methods - Other Types of Clustering,assets,03. Heatmaps-with-comments.ipynb 17.66KB
39. Advanced Statistical Methods - Other Types of Clustering,assets,03. Heatmaps.ipynb 1.82KB
40. ChatGPT for Data Science,01. Traditional data science methods and the role of ChatGPT.mp4 26.16MB
40. ChatGPT for Data Science,01. Traditional data science methods and the role of ChatGPT.vtt 7.20KB
40. ChatGPT for Data Science,02. How to install ChatGPT.mp4 5.22MB
40. ChatGPT for Data Science,02. How to install ChatGPT.vtt 2.05KB
40. ChatGPT for Data Science,03. How ChatGPT can boost your productivity.mp4 5.38MB
40. ChatGPT for Data Science,03. How ChatGPT can boost your productivity.vtt 2.44KB
40. ChatGPT for Data Science,04. Data Preprocessing with ChatGPT.mp4 28.73MB
40. ChatGPT for Data Science,04. Data Preprocessing with ChatGPT.vtt 6.41KB
40. ChatGPT for Data Science,05. First attempt at machine learning with ChatGPT.mp4 36.72MB
40. ChatGPT for Data Science,05. First attempt at machine learning with ChatGPT.vtt 6.39KB
40. ChatGPT for Data Science,06. Analyzing a client database with ChatGPT in Python.mp4 21.62MB
40. ChatGPT for Data Science,06. Analyzing a client database with ChatGPT in Python.vtt 5.17KB
40. ChatGPT for Data Science,07. Analyzing a client database with ChatGPT in Python – analyzing top products.mp4 15.17MB
40. ChatGPT for Data Science,07. Analyzing a client database with ChatGPT in Python – analyzing top products.vtt 5.15KB
40. ChatGPT for Data Science,08. Analyzing a client database with ChatGPT in Python – analyzing top clients, RFM.mp4 27.19MB
40. ChatGPT for Data Science,08. Analyzing a client database with ChatGPT in Python – analyzing top clients, RFM.vtt 5.84KB
40. ChatGPT for Data Science,09. Exploratory data analysis (EDA) with ChatGPT - histogram and scatter plot.mp4 21.59MB
40. ChatGPT for Data Science,09. Exploratory data analysis (EDA) with ChatGPT - histogram and scatter plot.vtt 7.43KB
40. ChatGPT for Data Science,10. Exploratory data analysis (EDA) with ChatGPT - correlation matrix, outlier detec.mp4 33.71MB
40. ChatGPT for Data Science,10. Exploratory data analysis (EDA) with ChatGPT - correlation matrix, outlier detec.vtt 7.57KB
40. ChatGPT for Data Science,11. Assignment 1.html 1.62KB
40. ChatGPT for Data Science,12. Hypothesis testing with ChatGPT.mp4 14.37MB
40. ChatGPT for Data Science,12. Hypothesis testing with ChatGPT.vtt 5.65KB
40. ChatGPT for Data Science,13. Marvels comic book database Intro to Regular Expressions (RegEx).mp4 14.98MB
40. ChatGPT for Data Science,13. Marvels comic book database Intro to Regular Expressions (RegEx).vtt 2.72KB
40. ChatGPT for Data Science,14. Decoding comic book data Python Regular Expressions and ChatGPT.mp4 33.05MB
40. ChatGPT for Data Science,14. Decoding comic book data Python Regular Expressions and ChatGPT.vtt 6.45KB
40. ChatGPT for Data Science,15. Assignment 2.html 1.56KB
40. ChatGPT for Data Science,16. Algorithm recommendation Movie Database Analysis with ChatGPT.mp4 17.25MB
40. ChatGPT for Data Science,16. Algorithm recommendation Movie Database Analysis with ChatGPT.vtt 4.36KB
40. ChatGPT for Data Science,17. Algorithm recommendation recommendation engine for movies with ChatGPT.mp4 17.85MB
40. ChatGPT for Data Science,17. Algorithm recommendation recommendation engine for movies with ChatGPT.vtt 6.36KB
40. ChatGPT for Data Science,18. Ethical principles in data and AI utilization.mp4 14.73MB
40. ChatGPT for Data Science,18. Ethical principles in data and AI utilization.vtt 4.36KB
40. ChatGPT for Data Science,19. Using ChatGPT for ethical considerations.mp4 33.53MB
40. ChatGPT for Data Science,19. Using ChatGPT for ethical considerations.vtt 7.47KB
40. ChatGPT for Data Science,assets,04. Data-Preprocessing-Medical-Data.ipynb 7.49KB
40. ChatGPT for Data Science,assets,04. patients.csv 2.93KB
40. ChatGPT for Data Science,assets,05. diagnosis-mapping.csv 90.00Bytes
40. ChatGPT for Data Science,assets,05. Medical-Data-ML-Attempt.ipynb 4.36KB
40. ChatGPT for Data Science,assets,05. patients-preprocessed.csv 3.29KB
40. ChatGPT for Data Science,assets,06. customers.csv 1.56KB
40. ChatGPT for Data Science,assets,06. orders.csv 37.73KB
40. ChatGPT for Data Science,assets,06. products.csv 1.78KB
40. ChatGPT for Data Science,assets,06. ratings.csv 3.44KB
40. ChatGPT for Data Science,assets,08. Furniture-store-data-analysis.ipynb 52.39KB
40. ChatGPT for Data Science,assets,10. Properties-analysis.ipynb 286.54KB
40. ChatGPT for Data Science,assets,10. properties.csv 2.66KB
40. ChatGPT for Data Science,assets,12. Students-Hypothesis-Testing.ipynb 5.60KB
40. ChatGPT for Data Science,assets,12. students.csv 2.08KB
40. ChatGPT for Data Science,assets,14. Marvel-Comics-Reg-Ex.ipynb 29.49KB
40. ChatGPT for Data Science,assets,16. ratings-small.csv 2.33MB
40. ChatGPT for Data Science,assets,17. Movies-Data-Base-Recommendation-Engine.ipynb 20.39KB
40. ChatGPT for Data Science,assets,19. friendships.csv 6.00KB
40. ChatGPT for Data Science,assets,19. interactions.csv 73.25KB
40. ChatGPT for Data Science,assets,19. posts.csv 30.79KB
40. ChatGPT for Data Science,assets,19. users.csv 3.49KB
40. ChatGPT for Data Science,assets,13. Marvel-Comics,Marvel_Comics.csv 12.99MB
40. ChatGPT for Data Science,assets,16. movies-metadata,movies_metadata.csv 32.85MB
41. Case Study Train a Naive Bayes Classifier with ChatGPT for Sentiment Analysis,01. Intro to the Case Study.mp4 10.42MB
41. Case Study Train a Naive Bayes Classifier with ChatGPT for Sentiment Analysis,01. Intro to the Case Study.vtt 3.74KB
41. Case Study Train a Naive Bayes Classifier with ChatGPT for Sentiment Analysis,02. The Naive Bayes Algorithm.mp4 42.06MB
41. Case Study Train a Naive Bayes Classifier with ChatGPT for Sentiment Analysis,02. The Naive Bayes Algorithm.vtt 6.08KB
41. Case Study Train a Naive Bayes Classifier with ChatGPT for Sentiment Analysis,03. Tokenization and Vectorization.mp4 15.81MB
41. Case Study Train a Naive Bayes Classifier with ChatGPT for Sentiment Analysis,03. Tokenization and Vectorization.vtt 7.92KB
41. Case Study Train a Naive Bayes Classifier with ChatGPT for Sentiment Analysis,04. Imbalanced Data Sets.mp4 6.55MB
41. Case Study Train a Naive Bayes Classifier with ChatGPT for Sentiment Analysis,04. Imbalanced Data Sets.vtt 3.27KB
41. Case Study Train a Naive Bayes Classifier with ChatGPT for Sentiment Analysis,05. Overcome Imbalanced Data in Machine Learning.mp4 14.59MB
41. Case Study Train a Naive Bayes Classifier with ChatGPT for Sentiment Analysis,05. Overcome Imbalanced Data in Machine Learning.vtt 5.04KB
41. Case Study Train a Naive Bayes Classifier with ChatGPT for Sentiment Analysis,06. Loading the Dataset and Preprocessing.mp4 14.81MB
41. Case Study Train a Naive Bayes Classifier with ChatGPT for Sentiment Analysis,06. Loading the Dataset and Preprocessing.vtt 3.70KB
41. Case Study Train a Naive Bayes Classifier with ChatGPT for Sentiment Analysis,07. Optimizing User Reviews Data Preprocessing & EDA.mp4 18.67MB
41. Case Study Train a Naive Bayes Classifier with ChatGPT for Sentiment Analysis,07. Optimizing User Reviews Data Preprocessing & EDA.vtt 5.97KB
41. Case Study Train a Naive Bayes Classifier with ChatGPT for Sentiment Analysis,08. Reg Ex for Analyzing Text Review Data.mp4 16.18MB
41. Case Study Train a Naive Bayes Classifier with ChatGPT for Sentiment Analysis,08. Reg Ex for Analyzing Text Review Data.vtt 5.09KB
41. Case Study Train a Naive Bayes Classifier with ChatGPT for Sentiment Analysis,09. Understanding Differences between Multinomial and Bernouilli Naive Bayes.mp4 13.86MB
41. Case Study Train a Naive Bayes Classifier with ChatGPT for Sentiment Analysis,09. Understanding Differences between Multinomial and Bernouilli Naive Bayes.vtt 5.38KB
41. Case Study Train a Naive Bayes Classifier with ChatGPT for Sentiment Analysis,10. Machine Learning with Naïve Bayes (First Attempt).mp4 28.11MB
41. Case Study Train a Naive Bayes Classifier with ChatGPT for Sentiment Analysis,10. Machine Learning with Naïve Bayes (First Attempt).vtt 8.42KB
41. Case Study Train a Naive Bayes Classifier with ChatGPT for Sentiment Analysis,11. Machine Learning with Naïve Bayes – converting the problem to a binary one.mp4 18.89MB
41. Case Study Train a Naive Bayes Classifier with ChatGPT for Sentiment Analysis,11. Machine Learning with Naïve Bayes – converting the problem to a binary one.vtt 6.71KB
41. Case Study Train a Naive Bayes Classifier with ChatGPT for Sentiment Analysis,12. Testing the Model on New Data.mp4 20.83MB
41. Case Study Train a Naive Bayes Classifier with ChatGPT for Sentiment Analysis,12. Testing the Model on New Data.vtt 6.93KB
41. Case Study Train a Naive Bayes Classifier with ChatGPT for Sentiment Analysis,assets,12. 365-User-Reviews-Naive-Bayes-Sentiment-Analysis.ipynb 1.71MB
41. Case Study Train a Naive Bayes Classifier with ChatGPT for Sentiment Analysis,assets,12. user-courses-review-test-set.csv 19.63KB
42. Part 6 Mathematics,01. What is a Matrix.mp4 11.94MB
42. Part 6 Mathematics,01. What is a Matrix.vtt 4.63KB
42. Part 6 Mathematics,02. Scalars and Vectors.mp4 8.54MB
42. Part 6 Mathematics,02. Scalars and Vectors.vtt 4.01KB
42. Part 6 Mathematics,03. Linear Algebra and Geometry.mp4 13.73MB
42. Part 6 Mathematics,03. Linear Algebra and Geometry.vtt 4.10KB
42. Part 6 Mathematics,04. Arrays in Python - A Convenient Way To Represent Matrices.mp4 18.98MB
42. Part 6 Mathematics,04. Arrays in Python - A Convenient Way To Represent Matrices.vtt 6.20KB
42. Part 6 Mathematics,05. What is a Tensor.mp4 15.54MB
42. Part 6 Mathematics,05. What is a Tensor.vtt 3.81KB
42. Part 6 Mathematics,06. Addition and Subtraction of Matrices.mp4 22.10MB
42. Part 6 Mathematics,06. Addition and Subtraction of Matrices.vtt 4.24KB
42. Part 6 Mathematics,07. Errors when Adding Matrices.mp4 5.77MB
42. Part 6 Mathematics,07. Errors when Adding Matrices.vtt 2.70KB
42. Part 6 Mathematics,08. Transpose of a Matrix.mp4 14.21MB
42. Part 6 Mathematics,08. Transpose of a Matrix.vtt 5.55KB
42. Part 6 Mathematics,09. Dot Product.mp4 12.84MB
42. Part 6 Mathematics,09. Dot Product.vtt 4.34KB
42. Part 6 Mathematics,10. Dot Product of Matrices.mp4 34.31MB
42. Part 6 Mathematics,10. Dot Product of Matrices.vtt 9.09KB
42. Part 6 Mathematics,11. Why is Linear Algebra Useful.mp4 88.47MB
42. Part 6 Mathematics,11. Why is Linear Algebra Useful.vtt 11.53KB
42. Part 6 Mathematics,assets,04. Scalars-Vectors-and-Matrices.ipynb 4.55KB
42. Part 6 Mathematics,assets,05. Tensors.ipynb 2.08KB
42. Part 6 Mathematics,assets,06. Adding-and-subtracting-matrices.ipynb 3.22KB
42. Part 6 Mathematics,assets,07. Errors-when-adding-scalars-vectors-and-matrices-in-Python.ipynb 3.17KB
42. Part 6 Mathematics,assets,08. Tranpose-of-a-matrix.ipynb 2.89KB
42. Part 6 Mathematics,assets,09. Dot-product.ipynb 2.13KB
42. Part 6 Mathematics,assets,10. Dot-product-Part-2.ipynb 3.60KB
43. Part 7 Deep Learning,01. What to Expect from this Part.mp4 11.72MB
43. Part 7 Deep Learning,01. What to Expect from this Part.vtt 4.83KB
44. Deep Learning - Introduction to Neural Networks,01. Introduction to Neural Networks.mp4 10.49MB
44. Deep Learning - Introduction to Neural Networks,01. Introduction to Neural Networks.vtt 6.22KB
44. Deep Learning - Introduction to Neural Networks,02. Training the Model.mp4 7.72MB
44. Deep Learning - Introduction to Neural Networks,02. Training the Model.vtt 4.74KB
44. Deep Learning - Introduction to Neural Networks,03. Types of Machine Learning.mp4 13.05MB
44. Deep Learning - Introduction to Neural Networks,03. Types of Machine Learning.vtt 5.48KB
44. Deep Learning - Introduction to Neural Networks,04. The Linear Model (Linear Algebraic Version).mp4 7.98MB
44. Deep Learning - Introduction to Neural Networks,04. The Linear Model (Linear Algebraic Version).vtt 3.69KB
44. Deep Learning - Introduction to Neural Networks,05. The Linear Model with Multiple Inputs.mp4 7.91MB
44. Deep Learning - Introduction to Neural Networks,05. The Linear Model with Multiple Inputs.vtt 2.81KB
44. Deep Learning - Introduction to Neural Networks,06. The Linear model with Multiple Inputs and Multiple Outputs.mp4 16.64MB
44. Deep Learning - Introduction to Neural Networks,06. The Linear model with Multiple Inputs and Multiple Outputs.vtt 4.84KB
44. Deep Learning - Introduction to Neural Networks,07. Graphical Representation of Simple Neural Networks.mp4 7.78MB
44. Deep Learning - Introduction to Neural Networks,07. Graphical Representation of Simple Neural Networks.vtt 2.69KB
44. Deep Learning - Introduction to Neural Networks,08. What is the Objective Function.mp4 6.18MB
44. Deep Learning - Introduction to Neural Networks,08. What is the Objective Function.vtt 2.26KB
44. Deep Learning - Introduction to Neural Networks,09. Common Objective Functions L2-norm Loss.mp4 5.47MB
44. Deep Learning - Introduction to Neural Networks,09. Common Objective Functions L2-norm Loss.vtt 2.94KB
44. Deep Learning - Introduction to Neural Networks,10. Common Objective Functions Cross-Entropy Loss.mp4 9.84MB
44. Deep Learning - Introduction to Neural Networks,10. Common Objective Functions Cross-Entropy Loss.vtt 5.38KB
44. Deep Learning - Introduction to Neural Networks,11. Optimization Algorithm 1-Parameter Gradient Descent.mp4 23.57MB
44. Deep Learning - Introduction to Neural Networks,11. Optimization Algorithm 1-Parameter Gradient Descent.vtt 8.80KB
44. Deep Learning - Introduction to Neural Networks,12. Optimization Algorithm n-Parameter Gradient Descent.mp4 16.83MB
44. Deep Learning - Introduction to Neural Networks,12. Optimization Algorithm n-Parameter Gradient Descent.vtt 7.79KB
44. Deep Learning - Introduction to Neural Networks,assets,01. Course-Notes-Section-2.pdf 578.08KB
44. Deep Learning - Introduction to Neural Networks,assets,02. Course-Notes-Section-2.pdf 578.08KB
44. Deep Learning - Introduction to Neural Networks,assets,11. GD-function-example.xlsx 42.33KB
45. Deep Learning - How to Build a Neural Network from Scratch with NumPy,01. Basic NN Example (Part 1).mp4 9.34MB
45. Deep Learning - How to Build a Neural Network from Scratch with NumPy,01. Basic NN Example (Part 1).vtt 4.54KB
45. Deep Learning - How to Build a Neural Network from Scratch with NumPy,02. Basic NN Example (Part 2).mp4 15.23MB
45. Deep Learning - How to Build a Neural Network from Scratch with NumPy,02. Basic NN Example (Part 2).vtt 6.69KB
45. Deep Learning - How to Build a Neural Network from Scratch with NumPy,03. Basic NN Example (Part 3).mp4 15.66MB
45. Deep Learning - How to Build a Neural Network from Scratch with NumPy,03. Basic NN Example (Part 3).vtt 4.40KB
45. Deep Learning - How to Build a Neural Network from Scratch with NumPy,04. Basic NN Example (Part 4).mp4 39.97MB
45. Deep Learning - How to Build a Neural Network from Scratch with NumPy,04. Basic NN Example (Part 4).vtt 10.96KB
45. Deep Learning - How to Build a Neural Network from Scratch with NumPy,05. Basic NN Example Exercises.html 1.66KB
45. Deep Learning - How to Build a Neural Network from Scratch with NumPy,assets,01. Minimal-example-Part-1.ipynb 1.19KB
45. Deep Learning - How to Build a Neural Network from Scratch with NumPy,assets,01. Shortcuts-for-Jupyter.pdf 619.17KB
45. Deep Learning - How to Build a Neural Network from Scratch with NumPy,assets,02. Minimal-example-Part-2.ipynb 3.65KB
45. Deep Learning - How to Build a Neural Network from Scratch with NumPy,assets,03. Minimal-example-Part-3.ipynb 6.79KB
45. Deep Learning - How to Build a Neural Network from Scratch with NumPy,assets,04. Minimal-example-Part-4-Complete.ipynb 11.41KB
45. Deep Learning - How to Build a Neural Network from Scratch with NumPy,assets,05. Minimal-example-All-Exercises.ipynb 12.89KB
45. Deep Learning - How to Build a Neural Network from Scratch with NumPy,assets,05. Minimal-example-Exercise-1-Solution.ipynb 69.00KB
45. Deep Learning - How to Build a Neural Network from Scratch with NumPy,assets,05. Minimal-example-Exercise-2-Solution.ipynb 61.41KB
45. Deep Learning - How to Build a Neural Network from Scratch with NumPy,assets,05. Minimal-example-Exercise-3.a.Solution.ipynb 67.89KB
45. Deep Learning - How to Build a Neural Network from Scratch with NumPy,assets,05. Minimal-example-Exercise-3.b.Solution.ipynb 67.72KB
45. Deep Learning - How to Build a Neural Network from Scratch with NumPy,assets,05. Minimal-example-Exercise-3.c.Solution.ipynb 70.13KB
45. Deep Learning - How to Build a Neural Network from Scratch with NumPy,assets,05. Minimal-example-Exercise-3.d.Solution.ipynb 84.13KB
45. Deep Learning - How to Build a Neural Network from Scratch with NumPy,assets,05. Minimal-example-Exercise-4-Solution.ipynb 66.52KB
45. Deep Learning - How to Build a Neural Network from Scratch with NumPy,assets,05. Minimal-example-Exercise-5-Solution.ipynb 68.88KB
45. Deep Learning - How to Build a Neural Network from Scratch with NumPy,assets,05. Minimal-example-Exercise-6-Solution.ipynb 61.76KB
45. Deep Learning - How to Build a Neural Network from Scratch with NumPy,assets,05. Minimal-example-Exercise-6.ipynb 61.76KB
46. Deep Learning - TensorFlow 2.0 Introduction,01. How to Install TensorFlow 2.0.mp4 27.34MB
46. Deep Learning - TensorFlow 2.0 Introduction,01. How to Install TensorFlow 2.0.vtt 6.57KB
46. Deep Learning - TensorFlow 2.0 Introduction,02. TensorFlow Outline and Comparison with Other Libraries.mp4 15.29MB
46. Deep Learning - TensorFlow 2.0 Introduction,02. TensorFlow Outline and Comparison with Other Libraries.vtt 5.49KB
46. Deep Learning - TensorFlow 2.0 Introduction,03. TensorFlow 1 vs TensorFlow 2.mp4 15.29MB
46. Deep Learning - TensorFlow 2.0 Introduction,03. TensorFlow 1 vs TensorFlow 2.vtt 4.01KB
46. Deep Learning - TensorFlow 2.0 Introduction,04. A Note on TensorFlow 2 Syntax.mp4 4.64MB
46. Deep Learning - TensorFlow 2.0 Introduction,04. A Note on TensorFlow 2 Syntax.vtt 1.43KB
46. Deep Learning - TensorFlow 2.0 Introduction,05. Types of File Formats Supporting TensorFlow.mp4 8.86MB
46. Deep Learning - TensorFlow 2.0 Introduction,05. Types of File Formats Supporting TensorFlow.vtt 3.45KB
46. Deep Learning - TensorFlow 2.0 Introduction,06. Outlining the Model with TensorFlow 2.mp4 26.96MB
46. Deep Learning - TensorFlow 2.0 Introduction,06. Outlining the Model with TensorFlow 2.vtt 8.40KB
46. Deep Learning - TensorFlow 2.0 Introduction,07. Interpreting the Result and Extracting the Weights and Bias.mp4 25.91MB
46. Deep Learning - TensorFlow 2.0 Introduction,07. Interpreting the Result and Extracting the Weights and Bias.vtt 6.74KB
46. Deep Learning - TensorFlow 2.0 Introduction,08. Customizing a TensorFlow 2 Model.mp4 16.76MB
46. Deep Learning - TensorFlow 2.0 Introduction,08. Customizing a TensorFlow 2 Model.vtt 4.29KB
46. Deep Learning - TensorFlow 2.0 Introduction,09. Basic NN with TensorFlow Exercises.html 1.29KB
46. Deep Learning - TensorFlow 2.0 Introduction,assets,01. Shortcuts-for-Jupyter.pdf 619.17KB
46. Deep Learning - TensorFlow 2.0 Introduction,assets,05. TensorFlow-Minimal-example-Part1.ipynb 1.66KB
46. Deep Learning - TensorFlow 2.0 Introduction,assets,06. TensorFlow-Minimal-example-Part2.ipynb 9.06KB
46. Deep Learning - TensorFlow 2.0 Introduction,assets,07. TensorFlow-Minimal-example-Part3.ipynb 76.52KB
46. Deep Learning - TensorFlow 2.0 Introduction,assets,08. TensorFlow-Minimal-example-complete-with-comments.ipynb 82.29KB
46. Deep Learning - TensorFlow 2.0 Introduction,assets,08. TensorFlow-Minimal-example-complete.ipynb 76.85KB
46. Deep Learning - TensorFlow 2.0 Introduction,assets,09. TensorFlow-Minimal-example-All-exercises.ipynb 83.62KB
46. Deep Learning - TensorFlow 2.0 Introduction,assets,09. TensorFlow-Minimal-example-Exercise-1-Solution.ipynb 27.96KB
46. Deep Learning - TensorFlow 2.0 Introduction,assets,09. TensorFlow-Minimal-Example-Exercise-2-1-Solution.ipynb 83.68KB
46. Deep Learning - TensorFlow 2.0 Introduction,assets,09. TensorFlow-Minimal-Example-Exercise-2-2-Solution.ipynb 77.52KB
46. Deep Learning - TensorFlow 2.0 Introduction,assets,09. TensorFlow-Minimal-Example-Exercise-3-Solution.ipynb 84.44KB
47. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks,01. What is a Layer.mp4 5.17MB
47. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks,01. What is a Layer.vtt 2.65KB
47. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks,02. What is a Deep Net.mp4 9.13MB
47. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks,02. What is a Deep Net.vtt 3.26KB
47. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks,03. Digging into a Deep Net.mp4 23.68MB
47. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks,03. Digging into a Deep Net.vtt 6.90KB
47. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks,04. Non-Linearities and their Purpose.mp4 22.51MB
47. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks,04. Non-Linearities and their Purpose.vtt 4.25KB
47. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks,05. Activation Functions.mp4 8.85MB
47. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks,05. Activation Functions.vtt 5.26KB
47. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks,06. Activation Functions Softmax Activation.mp4 8.74MB
47. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks,06. Activation Functions Softmax Activation.vtt 4.48KB
47. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks,07. Backpropagation.mp4 20.34MB
47. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks,07. Backpropagation.vtt 4.59KB
47. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks,08. Backpropagation Picture.mp4 8.06MB
47. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks,08. Backpropagation Picture.vtt 3.80KB
47. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks,09. Backpropagation - A Peek into the Mathematics of Optimization.html 543.00Bytes
47. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks,assets,01. Course-Notes-Section-6.pdf 936.42KB
47. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks,assets,02. Course-Notes-Section-6.pdf 936.42KB
47. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks,assets,09. Backpropagation-a-peek-into-the-Mathematics-of-Optimization.pdf 182.38KB
48. Deep Learning - Overfitting,01. What is Overfitting.mp4 10.81MB
48. Deep Learning - Overfitting,01. What is Overfitting.vtt 5.87KB
48. Deep Learning - Overfitting,02. Underfitting and Overfitting for Classification.mp4 14.01MB
48. Deep Learning - Overfitting,02. Underfitting and Overfitting for Classification.vtt 2.83KB
48. Deep Learning - Overfitting,03. What is Validation.mp4 8.38MB
48. Deep Learning - Overfitting,03. What is Validation.vtt 4.99KB
48. Deep Learning - Overfitting,04. Training, Validation, and Test Datasets.mp4 9.40MB
48. Deep Learning - Overfitting,04. Training, Validation, and Test Datasets.vtt 3.44KB
48. Deep Learning - Overfitting,05. N-Fold Cross Validation.mp4 6.24MB
48. Deep Learning - Overfitting,05. N-Fold Cross Validation.vtt 4.37KB
48. Deep Learning - Overfitting,06. Early Stopping or When to Stop Training.mp4 10.29MB
48. Deep Learning - Overfitting,06. Early Stopping or When to Stop Training.vtt 6.97KB
49. Deep Learning - Initialization,01. What is Initialization.mp4 8.90MB
49. Deep Learning - Initialization,01. What is Initialization.vtt 3.74KB
49. Deep Learning - Initialization,02. Types of Simple Initializations.mp4 5.73MB
49. Deep Learning - Initialization,02. Types of Simple Initializations.vtt 3.78KB
49. Deep Learning - Initialization,03. State-of-the-Art Method - (Xavier) Glorot Initialization.mp4 5.46MB
49. Deep Learning - Initialization,03. State-of-the-Art Method - (Xavier) Glorot Initialization.vtt 3.79KB
50. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules,01. Stochastic Gradient Descent.mp4 7.83MB
50. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules,01. Stochastic Gradient Descent.vtt 4.83KB
50. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules,02. Problems with Gradient Descent.mp4 3.65MB
50. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules,02. Problems with Gradient Descent.vtt 2.99KB
50. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules,03. Momentum.mp4 5.18MB
50. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules,03. Momentum.vtt 3.59KB
50. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules,04. Learning Rate Schedules, or How to Choose the Optimal Learning Rate.mp4 17.52MB
50. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules,04. Learning Rate Schedules, or How to Choose the Optimal Learning Rate.vtt 6.33KB
50. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules,05. Learning Rate Schedules Visualized.mp4 3.17MB
50. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules,05. Learning Rate Schedules Visualized.vtt 2.25KB
50. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules,06. Adaptive Learning Rate Schedules (AdaGrad and RMSprop ).mp4 8.53MB
50. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules,06. Adaptive Learning Rate Schedules (AdaGrad and RMSprop ).vtt 5.57KB
50. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules,07. Adam (Adaptive Moment Estimation).mp4 7.14MB
50. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules,07. Adam (Adaptive Moment Estimation).vtt 3.43KB
51. Deep Learning - Preprocessing,01. Preprocessing Introduction.mp4 9.23MB
51. Deep Learning - Preprocessing,01. Preprocessing Introduction.vtt 4.07KB
51. Deep Learning - Preprocessing,02. Types of Basic Preprocessing.mp4 3.25MB
51. Deep Learning - Preprocessing,02. Types of Basic Preprocessing.vtt 1.85KB
51. Deep Learning - Preprocessing,03. Standardization.mp4 12.07MB
51. Deep Learning - Preprocessing,03. Standardization.vtt 6.14KB
51. Deep Learning - Preprocessing,04. Preprocessing Categorical Data.mp4 5.44MB
51. Deep Learning - Preprocessing,04. Preprocessing Categorical Data.vtt 2.85KB
51. Deep Learning - Preprocessing,05. Binary and One-Hot Encoding.mp4 8.55MB
51. Deep Learning - Preprocessing,05. Binary and One-Hot Encoding.vtt 5.31KB
52. Deep Learning - Classifying on the MNIST Dataset,01. MNIST The Dataset.mp4 4.53MB
52. Deep Learning - Classifying on the MNIST Dataset,01. MNIST The Dataset.vtt 3.65KB
52. Deep Learning - Classifying on the MNIST Dataset,02. MNIST How to Tackle the MNIST.mp4 7.94MB
52. Deep Learning - Classifying on the MNIST Dataset,02. MNIST How to Tackle the MNIST.vtt 3.63KB
52. Deep Learning - Classifying on the MNIST Dataset,03. MNIST Importing the Relevant Packages and Loading the Data.mp4 12.23MB
52. Deep Learning - Classifying on the MNIST Dataset,03. MNIST Importing the Relevant Packages and Loading the Data.vtt 3.05KB
52. Deep Learning - Classifying on the MNIST Dataset,04. MNIST Preprocess the Data - Create a Validation Set and Scale It.mp4 22.90MB
52. Deep Learning - Classifying on the MNIST Dataset,04. MNIST Preprocess the Data - Create a Validation Set and Scale It.vtt 6.49KB
52. Deep Learning - Classifying on the MNIST Dataset,05. MNIST Preprocess the Data - Scale the Test Data - Exercise.html 79.00Bytes
52. Deep Learning - Classifying on the MNIST Dataset,06. MNIST Preprocess the Data - Shuffle and Batch.mp4 32.69MB
52. Deep Learning - Classifying on the MNIST Dataset,06. MNIST Preprocess the Data - Shuffle and Batch.vtt 9.57KB
52. Deep Learning - Classifying on the MNIST Dataset,07. MNIST Preprocess the Data - Shuffle and Batch - Exercise.html 79.00Bytes
52. Deep Learning - Classifying on the MNIST Dataset,08. MNIST Outline the Model.mp4 22.07MB
52. Deep Learning - Classifying on the MNIST Dataset,08. MNIST Outline the Model.vtt 7.15KB
52. Deep Learning - Classifying on the MNIST Dataset,09. MNIST Select the Loss and the Optimizer.mp4 10.65MB
52. Deep Learning - Classifying on the MNIST Dataset,09. MNIST Select the Loss and the Optimizer.vtt 3.03KB
52. Deep Learning - Classifying on the MNIST Dataset,10. MNIST Learning.mp4 30.99MB
52. Deep Learning - Classifying on the MNIST Dataset,10. MNIST Learning.vtt 7.95KB
52. Deep Learning - Classifying on the MNIST Dataset,11. MNIST - Exercises.html 1.98KB
52. Deep Learning - Classifying on the MNIST Dataset,12. MNIST Testing the Model.mp4 22.61MB
52. Deep Learning - Classifying on the MNIST Dataset,12. MNIST Testing the Model.vtt 5.96KB
52. Deep Learning - Classifying on the MNIST Dataset,assets,03. TensorFlow-MNIST-Part1-with-comments.ipynb 3.97KB
52. Deep Learning - Classifying on the MNIST Dataset,assets,05. TensorFlow-MNIST-Part2-with-comments.ipynb 6.39KB
52. Deep Learning - Classifying on the MNIST Dataset,assets,07. TensorFlow-MNIST-Part3-with-comments.ipynb 8.61KB
52. Deep Learning - Classifying on the MNIST Dataset,assets,08. TensorFlow-MNIST-Part4-with-comments.ipynb 10.49KB
52. Deep Learning - Classifying on the MNIST Dataset,assets,09. TensorFlow-MNIST-Part5-with-comments.ipynb 10.99KB
52. Deep Learning - Classifying on the MNIST Dataset,assets,10. TensorFlow-MNIST-Part6-with-comments.ipynb 12.54KB
52. Deep Learning - Classifying on the MNIST Dataset,assets,11. 1.TensorFlow-MNIST-Width-Solution.ipynb 14.84KB
52. Deep Learning - Classifying on the MNIST Dataset,assets,11. 2.TensorFlow-MNIST-Depth-Solution.ipynb 15.31KB
52. Deep Learning - Classifying on the MNIST Dataset,assets,11. 3.TensorFlow-MNIST-Width-and-Depth-Solution.ipynb 15.30KB
52. Deep Learning - Classifying on the MNIST Dataset,assets,11. 4.TensorFlow-MNIST-Activation-functions-Part-1-Solution.ipynb 15.11KB
52. Deep Learning - Classifying on the MNIST Dataset,assets,11. 5.TensorFlow-MNIST-Activation-functions-Part-2-Solution.ipynb 14.74KB
52. Deep Learning - Classifying on the MNIST Dataset,assets,11. 6.TensorFlow-MNIST-Batch-size-Part-1-Solution.ipynb 15.12KB
52. Deep Learning - Classifying on the MNIST Dataset,assets,11. 7.TensorFlow-MNIST-Batch-size-Part-2-Solution.ipynb 15.18KB
52. Deep Learning - Classifying on the MNIST Dataset,assets,11. 8.TensorFlow-MNIST-Learning-rate-Part-1-Solution.ipynb 20.58KB
52. Deep Learning - Classifying on the MNIST Dataset,assets,11. 9.TensorFlow-MNIST-Learning-rate-Part-2-Solution.ipynb 15.80KB
52. Deep Learning - Classifying on the MNIST Dataset,assets,11. TensorFlow-MNIST-All-Exercises.ipynb 16.65KB
52. Deep Learning - Classifying on the MNIST Dataset,assets,11. TensorFlow-MNIST-around-98-percent-accuracy.ipynb 15.02KB
52. Deep Learning - Classifying on the MNIST Dataset,assets,12. TensorFlow-MNIST-complete-with-comments.ipynb 14.51KB
52. Deep Learning - Classifying on the MNIST Dataset,assets,12. TensorFlow-MNIST-complete.ipynb 6.78KB
53. Deep Learning - Business Case Example,01. Business Case Exploring the Dataset and Identifying Predictors.mp4 51.29MB
53. Deep Learning - Business Case Example,01. Business Case Exploring the Dataset and Identifying Predictors.vtt 11.01KB
53. Deep Learning - Business Case Example,02. Business Case Outlining the Solution.mp4 3.04MB
53. Deep Learning - Business Case Example,02. Business Case Outlining the Solution.vtt 1.91KB
53. Deep Learning - Business Case Example,03. Business Case Balancing the Dataset.mp4 22.32MB
53. Deep Learning - Business Case Example,03. Business Case Balancing the Dataset.vtt 4.32KB
53. Deep Learning - Business Case Example,04. Business Case Preprocessing the Data.mp4 73.85MB
53. Deep Learning - Business Case Example,04. Business Case Preprocessing the Data.vtt 13.62KB
53. Deep Learning - Business Case Example,05. Business Case Preprocessing the Data - Exercise.html 370.00Bytes
53. Deep Learning - Business Case Example,06. Business Case Load the Preprocessed Data.mp4 13.81MB
53. Deep Learning - Business Case Example,06. Business Case Load the Preprocessed Data.vtt 4.67KB
53. Deep Learning - Business Case Example,07. Business Case Load the Preprocessed Data - Exercise.html 79.00Bytes
53. Deep Learning - Business Case Example,08. Business Case Learning and Interpreting the Result.mp4 29.40MB
53. Deep Learning - Business Case Example,08. Business Case Learning and Interpreting the Result.vtt 6.34KB
53. Deep Learning - Business Case Example,09. Business Case Setting an Early Stopping Mechanism.mp4 43.82MB
53. Deep Learning - Business Case Example,09. Business Case Setting an Early Stopping Mechanism.vtt 8.12KB
53. Deep Learning - Business Case Example,10. Setting an Early Stopping Mechanism - Exercise.html 192.00Bytes
53. Deep Learning - Business Case Example,11. Business Case Testing the Model.mp4 8.19MB
53. Deep Learning - Business Case Example,11. Business Case Testing the Model.vtt 2.14KB
53. Deep Learning - Business Case Example,12. Business Case Final Exercise.html 433.00Bytes
53. Deep Learning - Business Case Example,assets,01. Audiobooks-data.csv 710.77KB
53. Deep Learning - Business Case Example,assets,04. TensorFlow-Audiobooks-Preprocessing-with-comments.ipynb 11.19KB
53. Deep Learning - Business Case Example,assets,04. TensorFlow-Audiobooks-Preprocessing.ipynb 5.58KB
53. Deep Learning - Business Case Example,assets,05. TensorFlow-Audiobooks-Preprocessing-Exercise-Solution.ipynb 10.04KB
53. Deep Learning - Business Case Example,assets,05. TensorFlow-Audiobooks-Preprocessing-Exercise.ipynb 8.60KB
53. Deep Learning - Business Case Example,assets,07. TensorFlow-Audiobooks-Machine-Learning-Part1-with-comments.ipynb 4.61KB
53. Deep Learning - Business Case Example,assets,08. TensorFlow-Audiobooks-Machine-Learning-Part2-with-comments.ipynb 19.69KB
53. Deep Learning - Business Case Example,assets,09. TensorFlow-Audiobooks-Machine-Learning-Part3-with-comments.ipynb 10.06KB
53. Deep Learning - Business Case Example,assets,11. TensorFlow-Audiobooks-Machine-Learning-with-comments.ipynb 11.95KB
53. Deep Learning - Business Case Example,assets,12. TensorFlow-Audiobooks-Machine-Learning-with-comments.ipynb 11.95KB
54. Deep Learning - Conclusion,01. Summary on What You've Learned.mp4 9.84MB
54. Deep Learning - Conclusion,01. Summary on What You've Learned.vtt 5.48KB
54. Deep Learning - Conclusion,02. What's Further out there in terms of Machine Learning.mp4 4.79MB
54. Deep Learning - Conclusion,02. What's Further out there in terms of Machine Learning.vtt 2.70KB
54. Deep Learning - Conclusion,03. DeepMind and Deep Learning.html 1.05KB
54. Deep Learning - Conclusion,04. An overview of CNNs.mp4 13.39MB
54. Deep Learning - Conclusion,04. An overview of CNNs.vtt 6.37KB
54. Deep Learning - Conclusion,05. An Overview of RNNs.mp4 6.96MB
54. Deep Learning - Conclusion,05. An Overview of RNNs.vtt 3.96KB
54. Deep Learning - Conclusion,06. An Overview of non-NN Approaches.mp4 16.08MB
54. Deep Learning - Conclusion,06. An Overview of non-NN Approaches.vtt 5.74KB
55. Appendix Deep Learning - TensorFlow 1 Introduction,01. READ ME!!!!.html 564.00Bytes
55. Appendix Deep Learning - TensorFlow 1 Introduction,02. How to Install TensorFlow 1.mp4 5.00MB
55. Appendix Deep Learning - TensorFlow 1 Introduction,02. How to Install TensorFlow 1.vtt 3.40KB
55. Appendix Deep Learning - TensorFlow 1 Introduction,03. A Note on Installing Packages in Anaconda.html 2.28KB
55. Appendix Deep Learning - TensorFlow 1 Introduction,04. TensorFlow Intro.mp4 16.90MB
55. Appendix Deep Learning - TensorFlow 1 Introduction,04. TensorFlow Intro.vtt 5.32KB
55. Appendix Deep Learning - TensorFlow 1 Introduction,05. Actual Introduction to TensorFlow.mp4 9.05MB
55. Appendix Deep Learning - TensorFlow 1 Introduction,05. Actual Introduction to TensorFlow.vtt 2.33KB
55. Appendix Deep Learning - TensorFlow 1 Introduction,06. Types of File Formats, supporting Tensors.mp4 8.90MB
55. Appendix Deep Learning - TensorFlow 1 Introduction,06. Types of File Formats, supporting Tensors.vtt 3.44KB
55. Appendix Deep Learning - TensorFlow 1 Introduction,07. Basic NN Example with TF Inputs, Outputs, Targets, Weights, Biases.mp4 17.69MB
55. Appendix Deep Learning - TensorFlow 1 Introduction,07. Basic NN Example with TF Inputs, Outputs, Targets, Weights, Biases.vtt 7.97KB
55. Appendix Deep Learning - TensorFlow 1 Introduction,08. Basic NN Example with TF Loss Function and Gradient Descent.mp4 13.61MB
55. Appendix Deep Learning - TensorFlow 1 Introduction,08. Basic NN Example with TF Loss Function and Gradient Descent.vtt 4.85KB
55. Appendix Deep Learning - TensorFlow 1 Introduction,09. Basic NN Example with TF Model Output.mp4 17.07MB
55. Appendix Deep Learning - TensorFlow 1 Introduction,09. Basic NN Example with TF Model Output.vtt 7.85KB
55. Appendix Deep Learning - TensorFlow 1 Introduction,10. Basic NN Example with TF Exercises.html 1.60KB
55. Appendix Deep Learning - TensorFlow 1 Introduction,assets,05. Shortcuts-for-Jupyter.pdf 619.17KB
55. Appendix Deep Learning - TensorFlow 1 Introduction,assets,06. 5.3.TensorFlow-Minimal-example-Part-1.ipynb 3.36KB
55. Appendix Deep Learning - TensorFlow 1 Introduction,assets,07. 5.4.TensorFlow-Minimal-example-Part-2.ipynb 6.17KB
55. Appendix Deep Learning - TensorFlow 1 Introduction,assets,08. 5.5.TensorFlow-Minimal-example-Part-3.ipynb 8.65KB
55. Appendix Deep Learning - TensorFlow 1 Introduction,assets,09. 5.6.TensorFlow-Minimal-example-complete.ipynb 12.15KB
55. Appendix Deep Learning - TensorFlow 1 Introduction,assets,10. TensorFlow-Minimal-Example-All-Exercises.ipynb 13.97KB
55. Appendix Deep Learning - TensorFlow 1 Introduction,assets,10. TensorFlow-Minimal-Example-Exercise-1-Solution.ipynb 23.63KB
55. Appendix Deep Learning - TensorFlow 1 Introduction,assets,10. TensorFlow-Minimal-Example-Exercise-2-1-Solution.ipynb 25.54KB
55. Appendix Deep Learning - TensorFlow 1 Introduction,assets,10. TensorFlow-Minimal-Example-Exercise-2-2-Solution.ipynb 25.51KB
55. Appendix Deep Learning - TensorFlow 1 Introduction,assets,10. TensorFlow-Minimal-Example-Exercise-2-3-Solution.ipynb 49.96KB
55. Appendix Deep Learning - TensorFlow 1 Introduction,assets,10. TensorFlow-Minimal-Example-Exercise-2-4-Solution.ipynb 21.75KB
55. Appendix Deep Learning - TensorFlow 1 Introduction,assets,10. TensorFlow-Minimal-Example-Exercise-3-Solution.ipynb 26.71KB
55. Appendix Deep Learning - TensorFlow 1 Introduction,assets,10. TensorFlow-Minimal-Example-Exercise-4-Solution.ipynb 26.98KB
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset,01. MNIST What is the MNIST Dataset.mp4 4.80MB
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset,01. MNIST What is the MNIST Dataset.vtt 3.60KB
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset,02. MNIST How to Tackle the MNIST.mp4 8.01MB
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset,02. MNIST How to Tackle the MNIST.vtt 3.84KB
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset,03. MNIST Relevant Packages.mp4 11.25MB
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset,03. MNIST Relevant Packages.vtt 2.19KB
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset,04. MNIST Model Outline.mp4 34.70MB
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset,04. MNIST Model Outline.vtt 9.17KB
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset,05. MNIST Loss and Optimization Algorithm.mp4 15.79MB
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset,05. MNIST Loss and Optimization Algorithm.vtt 3.57KB
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset,06. Calculating the Accuracy of the Model.mp4 24.45MB
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset,06. Calculating the Accuracy of the Model.vtt 5.30KB
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset,07. MNIST Batching and Early Stopping.mp4 9.48MB
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset,07. MNIST Batching and Early Stopping.vtt 2.83KB
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset,08. MNIST Learning.mp4 31.83MB
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset,08. MNIST Learning.vtt 10.47KB
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset,09. MNIST Results and Testing.mp4 38.11MB
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset,09. MNIST Results and Testing.vtt 8.21KB
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset,10. MNIST Exercises.html 2.16KB
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset,11. MNIST Solutions.html 2.22KB
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset,assets,03. 12.3.TensorFlow-MNIST-with-comments-Part-1.ipynb 3.89KB
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset,assets,04. 12.4.TensorFlow-MNIST-with-comments-Part-2.ipynb 6.10KB
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56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset,assets,06. 12.6.TensorFlow-MNIST-with-comments-Part-4.ipynb 7.90KB
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset,assets,07. 12.7.TensorFlow-MNIST-with-comments-Part-5.ipynb 8.53KB
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset,assets,08. 12.8.TensorFlow-MNIST-with-comments-Part-6.ipynb 11.50KB
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset,assets,09. 12.9.TensorFlow-MNIST-with-comments.ipynb 13.03KB
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset,assets,10. TensorFlow-MNIST-Exercises-All.ipynb 15.47KB
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset,assets,11. 0.TensorFlow-MNIST-take-note-of-time-Solution.ipynb 14.00KB
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset,assets,11. 1.TensorFlow-MNIST-Width-Solution.ipynb 14.01KB
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset,assets,11. 2.TensorFlow-MNIST-Depth-Solution.ipynb 14.87KB
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset,assets,11. 3.TensorFlow-MNIST-Width-and-Depth-Solution.ipynb 16.81KB
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset,assets,11. 4.TensorFlow-MNIST-Activation-functions-Part-1-Solution.ipynb 14.35KB
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset,assets,11. 5.TensorFlow-MNIST-Activation-functions-Part-2-Solution.ipynb 13.93KB
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset,assets,11. 6.TensorFlow-MNIST-Batch-size-Part-1-Solution.ipynb 14.26KB
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset,assets,11. 7.TensorFlow-MNIST-Batch-size-Part-2-Solution.ipynb 14.16KB
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset,assets,11. 8.TensorFlow-MNIST-Learning-rate-Part-1-Solution.ipynb 14.07KB
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset,assets,11. 9.TensorFlow-MNIST-Learning-rate-Part-2-Solution.ipynb 15.21KB
56. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset,assets,11. TensorFlow-MNIST-around-98-percent-accuracy.ipynb 17.66KB
57. Appendix Deep Learning - TensorFlow 1 Business Case,01. Business Case Getting Acquainted with the Dataset.mp4 60.25MB
57. Appendix Deep Learning - TensorFlow 1 Business Case,01. Business Case Getting Acquainted with the Dataset.vtt 10.96KB
57. Appendix Deep Learning - TensorFlow 1 Business Case,02. Business Case Outlining the Solution.mp4 4.16MB
57. Appendix Deep Learning - TensorFlow 1 Business Case,02. Business Case Outlining the Solution.vtt 2.60KB
57. Appendix Deep Learning - TensorFlow 1 Business Case,03. The Importance of Working with a Balanced Dataset.mp4 27.25MB
57. Appendix Deep Learning - TensorFlow 1 Business Case,03. The Importance of Working with a Balanced Dataset.vtt 4.38KB
57. Appendix Deep Learning - TensorFlow 1 Business Case,04. Business Case Preprocessing.mp4 74.41MB
57. Appendix Deep Learning - TensorFlow 1 Business Case,04. Business Case Preprocessing.vtt 13.55KB
57. Appendix Deep Learning - TensorFlow 1 Business Case,05. Business Case Preprocessing Exercise.html 389.00Bytes
57. Appendix Deep Learning - TensorFlow 1 Business Case,06. Creating a Data Provider.mp4 56.30MB
57. Appendix Deep Learning - TensorFlow 1 Business Case,06. Creating a Data Provider.vtt 8.25KB
57. Appendix Deep Learning - TensorFlow 1 Business Case,07. Business Case Model Outline.mp4 42.51MB
57. Appendix Deep Learning - TensorFlow 1 Business Case,07. Business Case Model Outline.vtt 7.16KB
57. Appendix Deep Learning - TensorFlow 1 Business Case,08. Business Case Optimization.mp4 26.94MB
57. Appendix Deep Learning - TensorFlow 1 Business Case,08. Business Case Optimization.vtt 6.92KB
57. Appendix Deep Learning - TensorFlow 1 Business Case,09. Business Case Interpretation.mp4 18.63MB
57. Appendix Deep Learning - TensorFlow 1 Business Case,09. Business Case Interpretation.vtt 3.09KB
57. Appendix Deep Learning - TensorFlow 1 Business Case,10. Business Case Testing the Model.mp4 4.40MB
57. Appendix Deep Learning - TensorFlow 1 Business Case,10. Business Case Testing the Model.vtt 2.70KB
57. Appendix Deep Learning - TensorFlow 1 Business Case,11. Business Case A Comment on the Homework.mp4 20.58MB
57. Appendix Deep Learning - TensorFlow 1 Business Case,11. Business Case A Comment on the Homework.vtt 5.38KB
57. Appendix Deep Learning - TensorFlow 1 Business Case,12. Business Case Final Exercise.html 443.00Bytes
57. Appendix Deep Learning - TensorFlow 1 Business Case,assets,01. Audiobooks-data.csv 710.77KB
57. Appendix Deep Learning - TensorFlow 1 Business Case,assets,03. Audiobooks-data.csv 710.77KB
57. Appendix Deep Learning - TensorFlow 1 Business Case,assets,04. Audiobooks-data.csv 710.77KB
57. Appendix Deep Learning - TensorFlow 1 Business Case,assets,04. TensorFlow-Audiobooks-Preprocessing-with-comments.ipynb 11.19KB
57. Appendix Deep Learning - TensorFlow 1 Business Case,assets,04. TensorFlow-Audiobooks-Preprocessing.ipynb 5.58KB
57. Appendix Deep Learning - TensorFlow 1 Business Case,assets,05. Audiobooks-data.csv 710.77KB
57. Appendix Deep Learning - TensorFlow 1 Business Case,assets,05. TensorFlow-Audiobooks-Preprocessing-Exercise-Solution.ipynb 10.03KB
57. Appendix Deep Learning - TensorFlow 1 Business Case,assets,05. TensorFlow-Audiobooks-Preprocessing-Exercise.ipynb 8.60KB
57. Appendix Deep Learning - TensorFlow 1 Business Case,assets,07. TensorFlow-Audiobooks-Outlining-the-model-with-comments.ipynb 10.34KB
57. Appendix Deep Learning - TensorFlow 1 Business Case,assets,07. TensorFlow-Audiobooks-Outlining-the-model.ipynb 9.36KB
57. Appendix Deep Learning - TensorFlow 1 Business Case,assets,08. TensorFlow-Audiobooks-optimizing-the-algorithm-with-comments.ipynb 12.73KB
57. Appendix Deep Learning - TensorFlow 1 Business Case,assets,08. TensorFlow-Audiobooks-optimizing-the-algorithm.ipynb 10.64KB
57. Appendix Deep Learning - TensorFlow 1 Business Case,assets,09. TensorFlow-Audiobooks-optimizing-the-algorithm-with-comments.ipynb 12.73KB
57. Appendix Deep Learning - TensorFlow 1 Business Case,assets,09. TensorFlow-Audiobooks-optimizing-the-algorithm.ipynb 10.64KB
57. Appendix Deep Learning - TensorFlow 1 Business Case,assets,11. Audiobooks-data.csv 710.77KB
57. Appendix Deep Learning - TensorFlow 1 Business Case,assets,11. TensorFlow-Audiobooks-Machine-learning-Homework.ipynb 14.40KB
57. Appendix Deep Learning - TensorFlow 1 Business Case,assets,11. TensorFlow-Audiobooks-Preprocessing-with-comments.ipynb 11.19KB
57. Appendix Deep Learning - TensorFlow 1 Business Case,assets,12. Audiobooks-data.csv 710.77KB
57. Appendix Deep Learning - TensorFlow 1 Business Case,assets,12. TensorFlow-Audiobooks-Machine-learning-Homework.ipynb 14.40KB
57. Appendix Deep Learning - TensorFlow 1 Business Case,assets,12. TensorFlow-Audiobooks-Preprocessing-with-comments.ipynb 11.19KB
58. Software Integration,01. What are Data, Servers, Clients, Requests, and Responses.mp4 19.51MB
58. Software Integration,01. What are Data, Servers, Clients, Requests, and Responses.vtt 6.29KB
58. Software Integration,02. What are Data Connectivity, APIs, and Endpoints.mp4 60.22MB
58. Software Integration,02. What are Data Connectivity, APIs, and Endpoints.vtt 9.17KB
58. Software Integration,03. Taking a Closer Look at APIs.mp4 24.51MB
58. Software Integration,03. Taking a Closer Look at APIs.vtt 10.90KB
58. Software Integration,04. Communication between Software Products through Text Files.mp4 17.54MB
58. Software Integration,04. Communication between Software Products through Text Files.vtt 5.83KB
58. Software Integration,05. Software Integration - Explained.mp4 16.00MB
58. Software Integration,05. Software Integration - Explained.vtt 7.00KB
59. Case Study - What's Next in the Course,01. Game Plan for this Python, SQL, and Tableau Business Exercise.mp4 19.67MB
59. Case Study - What's Next in the Course,01. Game Plan for this Python, SQL, and Tableau Business Exercise.vtt 5.57KB
59. Case Study - What's Next in the Course,02. The Business Task.mp4 11.28MB
59. Case Study - What's Next in the Course,02. The Business Task.vtt 4.07KB
59. Case Study - What's Next in the Course,03. Introducing the Data Set.mp4 24.24MB
59. Case Study - What's Next in the Course,03. Introducing the Data Set.vtt 4.34KB
60. Case Study - Preprocessing the 'Absenteeism_data',01. What to Expect from the Following Sections.html 2.48KB
60. Case Study - Preprocessing the 'Absenteeism_data',02. Importing the Absenteeism Data in Python.mp4 19.52MB
60. Case Study - Preprocessing the 'Absenteeism_data',02. Importing the Absenteeism Data in Python.vtt 4.04KB
60. Case Study - Preprocessing the 'Absenteeism_data',03. Checking the Content of the Data Set.mp4 53.99MB
60. Case Study - Preprocessing the 'Absenteeism_data',03. Checking the Content of the Data Set.vtt 7.14KB
60. Case Study - Preprocessing the 'Absenteeism_data',04. Introduction to Terms with Multiple Meanings.mp4 17.98MB
60. Case Study - Preprocessing the 'Absenteeism_data',04. Introduction to Terms with Multiple Meanings.vtt 4.33KB
60. Case Study - Preprocessing the 'Absenteeism_data',05. What's Regression Analysis - a Quick Refresher.html 2.84KB
60. Case Study - Preprocessing the 'Absenteeism_data',06. Using a Statistical Approach towards the Solution to the Exercise.mp4 9.90MB
60. Case Study - Preprocessing the 'Absenteeism_data',06. Using a Statistical Approach towards the Solution to the Exercise.vtt 2.99KB
60. Case Study - Preprocessing the 'Absenteeism_data',07. Dropping a Column from a DataFrame in Python.mp4 41.24MB
60. Case Study - Preprocessing the 'Absenteeism_data',07. Dropping a Column from a DataFrame in Python.vtt 8.22KB
60. Case Study - Preprocessing the 'Absenteeism_data',08. EXERCISE - Dropping a Column from a DataFrame in Python.html 870.00Bytes
60. Case Study - Preprocessing the 'Absenteeism_data',09. SOLUTION - Dropping a Column from a DataFrame in Python.html 114.00Bytes
60. Case Study - Preprocessing the 'Absenteeism_data',10. Analyzing the Reasons for Absence.mp4 27.63MB
60. Case Study - Preprocessing the 'Absenteeism_data',10. Analyzing the Reasons for Absence.vtt 6.02KB
60. Case Study - Preprocessing the 'Absenteeism_data',11. Obtaining Dummies from a Single Feature.mp4 69.75MB
60. Case Study - Preprocessing the 'Absenteeism_data',11. Obtaining Dummies from a Single Feature.vtt 10.58KB
60. Case Study - Preprocessing the 'Absenteeism_data',12. EXERCISE - Obtaining Dummies from a Single Feature.html 129.00Bytes
60. Case Study - Preprocessing the 'Absenteeism_data',13. SOLUTION - Obtaining Dummies from a Single Feature.html 117.00Bytes
60. Case Study - Preprocessing the 'Absenteeism_data',14. Dropping a Dummy Variable from the Data Set.html 2.34KB
60. Case Study - Preprocessing the 'Absenteeism_data',15. More on Dummy Variables A Statistical Perspective.mp4 5.82MB
60. Case Study - Preprocessing the 'Absenteeism_data',15. More on Dummy Variables A Statistical Perspective.vtt 1.71KB
60. Case Study - Preprocessing the 'Absenteeism_data',16. Classifying the Various Reasons for Absence.mp4 51.32MB
60. Case Study - Preprocessing the 'Absenteeism_data',16. Classifying the Various Reasons for Absence.vtt 10.52KB
60. Case Study - Preprocessing the 'Absenteeism_data',17. Using .concat() in Python.mp4 27.34MB
60. Case Study - Preprocessing the 'Absenteeism_data',17. Using .concat() in Python.vtt 5.17KB
60. Case Study - Preprocessing the 'Absenteeism_data',18. EXERCISE - Using .concat() in Python.html 189.00Bytes
60. Case Study - Preprocessing the 'Absenteeism_data',19. SOLUTION - Using .concat() in Python.html 143.00Bytes
60. Case Study - Preprocessing the 'Absenteeism_data',20. Reordering Columns in a Pandas DataFrame in Python.mp4 10.00MB
60. Case Study - Preprocessing the 'Absenteeism_data',20. Reordering Columns in a Pandas DataFrame in Python.vtt 1.87KB
60. Case Study - Preprocessing the 'Absenteeism_data',21. EXERCISE - Reordering Columns in a Pandas DataFrame in Python.html 167.00Bytes
60. Case Study - Preprocessing the 'Absenteeism_data',22. SOLUTION - Reordering Columns in a Pandas DataFrame in Python.html 478.00Bytes
60. Case Study - Preprocessing the 'Absenteeism_data',23. Creating Checkpoints while Coding in Jupyter.mp4 17.33MB
60. Case Study - Preprocessing the 'Absenteeism_data',23. Creating Checkpoints while Coding in Jupyter.vtt 3.67KB
60. Case Study - Preprocessing the 'Absenteeism_data',24. EXERCISE - Creating Checkpoints while Coding in Jupyter.html 137.00Bytes
60. Case Study - Preprocessing the 'Absenteeism_data',25. SOLUTION - Creating Checkpoints while Coding in Jupyter.html 118.00Bytes
60. Case Study - Preprocessing the 'Absenteeism_data',26. Analyzing the Dates from the Initial Data Set.mp4 40.12MB
60. Case Study - Preprocessing the 'Absenteeism_data',26. Analyzing the Dates from the Initial Data Set.vtt 8.87KB
60. Case Study - Preprocessing the 'Absenteeism_data',27. Extracting the Month Value from the Date Column.mp4 33.90MB
60. Case Study - Preprocessing the 'Absenteeism_data',27. Extracting the Month Value from the Date Column.vtt 7.99KB
60. Case Study - Preprocessing the 'Absenteeism_data',28. Extracting the Day of the Week from the Date Column.mp4 19.14MB
60. Case Study - Preprocessing the 'Absenteeism_data',28. Extracting the Day of the Week from the Date Column.vtt 4.78KB
60. Case Study - Preprocessing the 'Absenteeism_data',29. EXERCISE - Removing the Date Column.html 1.21KB
60. Case Study - Preprocessing the 'Absenteeism_data',30. Analyzing Several Straightforward Columns for this Exercise.mp4 14.32MB
60. Case Study - Preprocessing the 'Absenteeism_data',30. Analyzing Several Straightforward Columns for this Exercise.vtt 4.59KB
60. Case Study - Preprocessing the 'Absenteeism_data',31. Working on Education, Children, and Pets.mp4 27.03MB
60. Case Study - Preprocessing the 'Absenteeism_data',31. Working on Education, Children, and Pets.vtt 5.96KB
60. Case Study - Preprocessing the 'Absenteeism_data',32. Final Remarks of this Section.mp4 13.54MB
60. Case Study - Preprocessing the 'Absenteeism_data',32. Final Remarks of this Section.vtt 2.68KB
60. Case Study - Preprocessing the 'Absenteeism_data',33. A Note on Exporting Your Data as a .csv File.html 883.00Bytes
60. Case Study - Preprocessing the 'Absenteeism_data',assets,01. Absenteeism-data.csv 32.05KB
60. Case Study - Preprocessing the 'Absenteeism_data',assets,01. data-preprocessing-homework.pdf 134.47KB
60. Case Study - Preprocessing the 'Absenteeism_data',assets,01. df-preprocessed.csv 29.11KB
60. Case Study - Preprocessing the 'Absenteeism_data',assets,23. Absenteeism-Exercise-Preprocessing-df-reason-mod.ipynb 4.82KB
60. Case Study - Preprocessing the 'Absenteeism_data',assets,29. Absenteeism-Exercise-Preprocessing-ChP-df-date-reason-mod.ipynb 7.33KB
60. Case Study - Preprocessing the 'Absenteeism_data',assets,29. Absenteeism-Exercise-Preprocessing-LECTURES.ipynb 7.60MB
60. Case Study - Preprocessing the 'Absenteeism_data',assets,29. Absenteeism-Exercise-Removing-the-Date-Column-SOLUTION.ipynb 8.33KB
60. Case Study - Preprocessing the 'Absenteeism_data',assets,32. Absenteeism-Exercise-EXERCISES-and-SOLUTIONS.ipynb 4.13KB
60. Case Study - Preprocessing the 'Absenteeism_data',assets,32. Absenteeism-Exercise-Preprocessing-df-preprocessed.ipynb 8.51KB
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module',01. Exploring the Problem with a Machine Learning Mindset.mp4 12.96MB
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module',01. Exploring the Problem with a Machine Learning Mindset.vtt 4.83KB
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module',02. Creating the Targets for the Logistic Regression.mp4 32.44MB
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module',02. Creating the Targets for the Logistic Regression.vtt 8.72KB
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module',03. Selecting the Inputs for the Logistic Regression.mp4 8.67MB
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module',03. Selecting the Inputs for the Logistic Regression.vtt 3.58KB
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module',04. Standardizing the Data.mp4 15.15MB
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module',04. Standardizing the Data.vtt 4.29KB
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module',05. Splitting the Data for Training and Testing.mp4 36.06MB
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module',05. Splitting the Data for Training and Testing.vtt 8.49KB
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module',06. Fitting the Model and Assessing its Accuracy.mp4 15.22MB
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module',06. Fitting the Model and Assessing its Accuracy.vtt 7.29KB
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module',07. Creating a Summary Table with the Coefficients and Intercept.mp4 26.95MB
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module',07. Creating a Summary Table with the Coefficients and Intercept.vtt 6.36KB
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module',08. Interpreting the Coefficients for Our Problem.mp4 41.14MB
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module',08. Interpreting the Coefficients for Our Problem.vtt 8.53KB
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module',09. Standardizing only the Numerical Variables (Creating a Custom Scaler).mp4 16.86MB
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module',09. Standardizing only the Numerical Variables (Creating a Custom Scaler).vtt 5.24KB
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module',10. Interpreting the Coefficients of the Logistic Regression.mp4 15.21MB
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module',10. Interpreting the Coefficients of the Logistic Regression.vtt 7.49KB
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module',11. Backward Elimination or How to Simplify Your Model.mp4 31.82MB
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module',11. Backward Elimination or How to Simplify Your Model.vtt 5.37KB
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module',12. Testing the Model We Created.mp4 31.60MB
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module',12. Testing the Model We Created.vtt 6.53KB
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module',13. Saving the Model and Preparing it for Deployment.mp4 25.52MB
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module',13. Saving the Model and Preparing it for Deployment.vtt 5.76KB
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module',14. ARTICLE - A Note on 'pickling'.html 2.14KB
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module',15. EXERCISE - Saving the Model (and Scaler).html 284.00Bytes
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module',16. Preparing the Deployment of the Model through a Module.mp4 28.56MB
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module',16. Preparing the Deployment of the Model through a Module.vtt 5.90KB
61. Case Study - Applying Machine Learning to Create the 'absenteeism_module',assets,01. Absenteeism-preprocessed.csv 29.13KB
62. Case Study - Loading the 'absenteeism_module',01. Are You Sure You're All Set.html 519.00Bytes
62. Case Study - Loading the 'absenteeism_module',02. Deploying the 'absenteeism_module' - Part I.mp4 19.67MB
62. Case Study - Loading the 'absenteeism_module',02. Deploying the 'absenteeism_module' - Part I.vtt 4.98KB
62. Case Study - Loading the 'absenteeism_module',03. Deploying the 'absenteeism_module' - Part II.mp4 45.14MB
62. Case Study - Loading the 'absenteeism_module',03. Deploying the 'absenteeism_module' - Part II.vtt 8.03KB
62. Case Study - Loading the 'absenteeism_module',04. Exporting the Obtained Data Set as a .csv.html 998.00Bytes
62. Case Study - Loading the 'absenteeism_module',assets,01. Absenteeism-Exercise-Integration.ipynb 62.35KB
62. Case Study - Loading the 'absenteeism_module',assets,01. absenteeism-module.py 6.62KB
62. Case Study - Loading the 'absenteeism_module',assets,01. Absenteeism-new-data.csv 1.87KB
62. Case Study - Loading the 'absenteeism_module',assets,01. model 1.01KB
62. Case Study - Loading the 'absenteeism_module',assets,01. scaler 1.86KB
62. Case Study - Loading the 'absenteeism_module',assets,04. Absenteeism-Exercise-Deploying-the-absenteeism-module.ipynb 973.00Bytes
63. Case Study - Analyzing the Predicted Outputs in Tableau,01. EXERCISE - Age vs Probability.html 385.00Bytes
63. Case Study - Analyzing the Predicted Outputs in Tableau,02. Analyzing Age vs Probability in Tableau.mp4 38.68MB
63. Case Study - Analyzing the Predicted Outputs in Tableau,02. Analyzing Age vs Probability in Tableau.vtt 10.24KB
63. Case Study - Analyzing the Predicted Outputs in Tableau,03. EXERCISE - Reasons vs Probability.html 397.00Bytes
63. Case Study - Analyzing the Predicted Outputs in Tableau,04. Analyzing Reasons vs Probability in Tableau.mp4 40.25MB
63. Case Study - Analyzing the Predicted Outputs in Tableau,04. Analyzing Reasons vs Probability in Tableau.vtt 9.67KB
63. Case Study - Analyzing the Predicted Outputs in Tableau,05. EXERCISE - Transportation Expense vs Probability.html 553.00Bytes
63. Case Study - Analyzing the Predicted Outputs in Tableau,06. Analyzing Transportation Expense vs Probability in Tableau.mp4 16.48MB
63. Case Study - Analyzing the Predicted Outputs in Tableau,06. Analyzing Transportation Expense vs Probability in Tableau.vtt 7.65KB
63. Case Study - Analyzing the Predicted Outputs in Tableau,assets,01. Absenteeism-predictions.csv 2.10KB
63. Case Study - Analyzing the Predicted Outputs in Tableau,assets,02. Absenteeism-predictions.csv 2.10KB
64. Appendix - Additional Python Tools,01. Using the .format() Method.mp4 25.69MB
64. Appendix - Additional Python Tools,01. Using the .format() Method.vtt 12.66KB
64. Appendix - Additional Python Tools,02. Iterating Over Range Objects.mp4 12.61MB
64. Appendix - Additional Python Tools,02. Iterating Over Range Objects.vtt 6.43KB
64. Appendix - Additional Python Tools,03. Introduction to Nested For Loops.mp4 12.17MB
64. Appendix - Additional Python Tools,03. Introduction to Nested For Loops.vtt 8.52KB
64. Appendix - Additional Python Tools,04. Triple Nested For Loops.mp4 33.00MB
64. Appendix - Additional Python Tools,04. Triple Nested For Loops.vtt 8.49KB
64. Appendix - Additional Python Tools,05. List Comprehensions.mp4 43.21MB
64. Appendix - Additional Python Tools,05. List Comprehensions.vtt 12.83KB
64. Appendix - Additional Python Tools,06. Anonymous (Lambda) Functions.mp4 22.78MB
64. Appendix - Additional Python Tools,06. Anonymous (Lambda) Functions.vtt 10.46KB
64. Appendix - Additional Python Tools,assets,01. Additional-Python-Tools-Exercises.ipynb 11.41KB
64. Appendix - Additional Python Tools,assets,01. Additional-Python-Tools-Lectures.ipynb 13.47KB
64. Appendix - Additional Python Tools,assets,01. Additional-Python-Tools-Solutions.ipynb 25.52KB
64. Appendix - Additional Python Tools,assets,06. Additional-Python-Tools-Exercises.ipynb 11.41KB
64. Appendix - Additional Python Tools,assets,06. Additional-Python-Tools-Lectures.ipynb 13.47KB
64. Appendix - Additional Python Tools,assets,06. Additional-Python-Tools-Solutions.ipynb 25.52KB
65. Appendix - pandas Fundamentals,01. Introduction to pandas Series.mp4 24.96MB
65. Appendix - pandas Fundamentals,01. Introduction to pandas Series.vtt 10.85KB
65. Appendix - pandas Fundamentals,02. A Note on Completing the Upcoming Coding Exercises.html 2.96KB
65. Appendix - pandas Fundamentals,03. Working with Methods in Python - Part I.mp4 13.21MB
65. Appendix - pandas Fundamentals,03. Working with Methods in Python - Part I.vtt 7.21KB
65. Appendix - pandas Fundamentals,04. Working with Methods in Python - Part II.mp4 9.01MB
65. Appendix - pandas Fundamentals,04. Working with Methods in Python - Part II.vtt 3.93KB
65. Appendix - pandas Fundamentals,05. Parameters and Arguments in pandas.mp4 21.13MB
65. Appendix - pandas Fundamentals,05. Parameters and Arguments in pandas.vtt 5.79KB
65. Appendix - pandas Fundamentals,06. Using .unique() and .nunique().mp4 24.31MB
65. Appendix - pandas Fundamentals,06. Using .unique() and .nunique().vtt 5.85KB
65. Appendix - pandas Fundamentals,07. Using .sort_values().mp4 15.23MB
65. Appendix - pandas Fundamentals,07. Using .sort_values().vtt 5.58KB
65. Appendix - pandas Fundamentals,08. Introduction to pandas DataFrames - Part I.mp4 12.46MB
65. Appendix - pandas Fundamentals,08. Introduction to pandas DataFrames - Part I.vtt 7.34KB
65. Appendix - pandas Fundamentals,09. Introduction to pandas DataFrames - Part II.mp4 17.83MB
65. Appendix - pandas Fundamentals,09. Introduction to pandas DataFrames - Part II.vtt 8.00KB
65. Appendix - pandas Fundamentals,10. pandas DataFrames - Common Attributes.mp4 25.65MB
65. Appendix - pandas Fundamentals,10. pandas DataFrames - Common Attributes.vtt 6.56KB
65. Appendix - pandas Fundamentals,11. Data Selection in pandas DataFrames.mp4 37.28MB
65. Appendix - pandas Fundamentals,11. Data Selection in pandas DataFrames.vtt 10.51KB
65. Appendix - pandas Fundamentals,12. pandas DataFrames - Indexing with .iloc[].mp4 32.21MB
65. Appendix - pandas Fundamentals,12. pandas DataFrames - Indexing with .iloc[].vtt 8.34KB
65. Appendix - pandas Fundamentals,13. pandas DataFrames - Indexing with .loc[].mp4 20.69MB
65. Appendix - pandas Fundamentals,13. pandas DataFrames - Indexing with .loc[].vtt 5.56KB
65. Appendix - pandas Fundamentals,assets,01. Lending-company.csv 112.43KB
65. Appendix - pandas Fundamentals,assets,01. Location.csv 13.49KB
65. Appendix - pandas Fundamentals,assets,01. pandas-Fundamentals-Exercises.ipynb 30.96KB
65. Appendix - pandas Fundamentals,assets,01. pandas-Fundamentals-Lectures.ipynb 21.31KB
65. Appendix - pandas Fundamentals,assets,01. pandas-Fundamentals-Solutions.ipynb 118.35KB
65. Appendix - pandas Fundamentals,assets,01. Region.csv 10.22KB
65. Appendix - pandas Fundamentals,assets,01. Sales-products.csv 152.28KB
65. Appendix - pandas Fundamentals,assets,13. Lending-company.csv 112.43KB
65. Appendix - pandas Fundamentals,assets,13. Location.csv 13.49KB
65. Appendix - pandas Fundamentals,assets,13. pandas-Fundamentals-Exercises.ipynb 30.96KB
65. Appendix - pandas Fundamentals,assets,13. pandas-Fundamentals-Lectures.ipynb 21.31KB
65. Appendix - pandas Fundamentals,assets,13. pandas-Fundamentals-Solutions.ipynb 118.35KB
65. Appendix - pandas Fundamentals,assets,13. Region.csv 10.22KB
65. Appendix - pandas Fundamentals,assets,13. Sales-products.csv 152.28KB
66. Bonus Lecture,01. Bonus Lecture Next Steps.html 4.33KB
66. Bonus Lecture,assets,01. 365-Data-Science-Data-Science-Interview-Questions-Guide.pdf 15.56MB

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