| File Name | Content Size |
|---|
| 0. Websites you may like/[CourseClub.Me].url | 122 bytes |
| 0. Websites you may like/[GigaCourse.Com].url | 49 bytes |
| 01 - Part 1 Introduction/001 A Practical Example What You Will Learn in This Course.mp4 | 43.88 MB |
| 01 - Part 1 Introduction/001 A Practical Example What You Will Learn in This Course_en.vtt | 5.66 KB |
| 01 - Part 1 Introduction/002 What Does the Course Cover.mp4 | 49.69 MB |
| 01 - Part 1 Introduction/002 What Does the Course Cover_en.vtt | 4.52 KB |
| 01 - Part 1 Introduction/003 Download All Resources and Important FAQ.html | 21.26 KB |
| 01 - Part 1 Introduction/003 Download-all-resources.url | 97 bytes |
| 01 - Part 1 Introduction/003 FAQ-The-Data-Science-Course.pdf | 306.10 KB |
| 01 - Part 1 Introduction/external-links.txt | 105 bytes |
| 02 - The Field of Data Science - The Various Data Science Disciplines/001 Data Science and Business Buzzwords Why are there so Many.mp4 | 54.72 MB |
| 02 - The Field of Data Science - The Various Data Science Disciplines/001 Data Science and Business Buzzwords Why are there so Many_en.vtt | 5.95 KB |
| 02 - The Field of Data Science - The Various Data Science Disciplines/002 What is the difference between Analysis and Analytics.mp4 | 11.05 MB |
| 02 - The Field of Data Science - The Various Data Science Disciplines/002 What is the difference between Analysis and Analytics_en.vtt | 4.40 KB |
| 02 - The Field of Data Science - The Various Data Science Disciplines/003 365-DataScience-Diagram.pdf | 323.08 KB |
| 02 - The Field of Data Science - The Various Data Science Disciplines/003 Business Analytics, Data Analytics, and Data Science An Introduction.mp4 | 49.96 MB |
| 02 - The Field of Data Science - The Various Data Science Disciplines/003 Business Analytics, Data Analytics, and Data Science An Introduction_en.vtt | 9.53 KB |
| 02 - The Field of Data Science - The Various Data Science Disciplines/004 365-DataScience-Diagram.pdf | 323.08 KB |
| 02 - The Field of Data Science - The Various Data Science Disciplines/004 365-DataScience.png | 6.92 MB |
| 02 - The Field of Data Science - The Various Data Science Disciplines/004 Continuing with BI, ML, and AI.mp4 | 35.94 MB |
| 02 - The Field of Data Science - The Various Data Science Disciplines/004 Continuing with BI, ML, and AI_en.vtt | 10.51 KB |
| 02 - The Field of Data Science - The Various Data Science Disciplines/005 365-DataScience.png | 6.92 MB |
| 02 - The Field of Data Science - The Various Data Science Disciplines/005 A Breakdown of our Data Science Infographic.mp4 | 33.95 MB |
| 02 - The Field of Data Science - The Various Data Science Disciplines/005 A Breakdown of our Data Science Infographic_en.vtt | 4.53 KB |
| 03 - The Field of Data Science - Connecting the Data Science Disciplines/001 Applying Traditional Data, Big Data, BI, Traditional Data Science and ML.mp4 | 82.02 MB |
| 03 - The Field of Data Science - Connecting the Data Science Disciplines/001 Applying Traditional Data, Big Data, BI, Traditional Data Science and ML_en.vtt | 8.01 KB |
| 04 - The Field of Data Science - The Benefits of Each Discipline/001 The Reason Behind These Disciplines.mp4 | 45.87 MB |
| 04 - The Field of Data Science - The Benefits of Each Discipline/001 The Reason Behind These Disciplines_en.vtt | 5.74 KB |
| 04 - The Field of Data Science - The Benefits of Each Discipline/[CourseClub.Me].url | 122 bytes |
| 04 - The Field of Data Science - The Benefits of Each Discipline/[GigaCourse.Com].url | 49 bytes |
| 05 - The Field of Data Science - Popular Data Science Techniques/001 Techniques for Working with Traditional Data.mp4 | 105.52 MB |
| 05 - The Field of Data Science - Popular Data Science Techniques/001 Techniques for Working with Traditional Data_en.vtt | 9.36 KB |
| 05 - The Field of Data Science - Popular Data Science Techniques/002 Real Life Examples of Traditional Data.mp4 | 13.92 MB |
| 05 - The Field of Data Science - Popular Data Science Techniques/002 Real Life Examples of Traditional Data_en.vtt | 1.96 KB |
| 05 - The Field of Data Science - Popular Data Science Techniques/003 Techniques for Working with Big Data.mp4 | 60.48 MB |
| 05 - The Field of Data Science - Popular Data Science Techniques/003 Techniques for Working with Big Data_en.vtt | 5.02 KB |
| 05 - The Field of Data Science - Popular Data Science Techniques/004 Real Life Examples of Big Data.mp4 | 12.69 MB |
| 05 - The Field of Data Science - Popular Data Science Techniques/004 Real Life Examples of Big Data_en.vtt | 1.66 KB |
| 05 - The Field of Data Science - Popular Data Science Techniques/005 Business Intelligence (BI) Techniques.mp4 | 51.34 MB |
| 05 - The Field of Data Science - Popular Data Science Techniques/005 Business Intelligence (BI) Techniques_en.vtt | 7.79 KB |
| 05 - The Field of Data Science - Popular Data Science Techniques/006 Real Life Examples of Business Intelligence (BI).mp4 | 19.35 MB |
| 05 - The Field of Data Science - Popular Data Science Techniques/006 Real Life Examples of Business Intelligence (BI)_en.vtt | 1.90 KB |
| 05 - The Field of Data Science - Popular Data Science Techniques/007 Techniques for Working with Traditional Methods.mp4 | 74.75 MB |
| 05 - The Field of Data Science - Popular Data Science Techniques/007 Techniques for Working with Traditional Methods_en.vtt | 9.84 KB |
| 05 - The Field of Data Science - Popular Data Science Techniques/008 Real Life Examples of Traditional Methods.mp4 | 21.17 MB |
| 05 - The Field of Data Science - Popular Data Science Techniques/008 Real Life Examples of Traditional Methods_en.vtt | 3.12 KB |
| 05 - The Field of Data Science - Popular Data Science Techniques/009 Machine Learning (ML) Techniques.mp4 | 47.78 MB |
| 05 - The Field of Data Science - Popular Data Science Techniques/009 Machine Learning (ML) Techniques_en.vtt | 7.83 KB |
| 05 - The Field of Data Science - Popular Data Science Techniques/010 Types of Machine Learning.mp4 | 61.78 MB |
| 05 - The Field of Data Science - Popular Data Science Techniques/010 Types of Machine Learning_en.vtt | 9.23 KB |
| 05 - The Field of Data Science - Popular Data Science Techniques/011 Real Life Examples of Machine Learning (ML).mp4 | 22.44 MB |
| 05 - The Field of Data Science - Popular Data Science Techniques/011 Real Life Examples of Machine Learning (ML)_en.vtt | 2.60 KB |
| 06 - The Field of Data Science - Popular Data Science Tools/001 Necessary Programming Languages and Software Used in Data Science.mp4 | 66.73 MB |
| 06 - The Field of Data Science - Popular Data Science Tools/001 Necessary Programming Languages and Software Used in Data Science_en.vtt | 6.47 KB |
| 07 - The Field of Data Science - Careers in Data Science/001 Finding the Job - What to Expect and What to Look for.mp4 | 33.09 MB |
| 07 - The Field of Data Science - Careers in Data Science/001 Finding the Job - What to Expect and What to Look for_en.vtt | 3.83 KB |
| 08 - The Field of Data Science - Debunking Common Misconceptions/001 Debunking Common Misconceptions.mp4 | 57.86 MB |
| 08 - The Field of Data Science - Debunking Common Misconceptions/001 Debunking Common Misconceptions_en.vtt | 4.78 KB |
| 09 - Part 2 Probability/001 Course-Notes-Basic-Probability.pdf | 371.05 KB |
| 09 - Part 2 Probability/001 The Basic Probability Formula.mp4 | 29.13 MB |
| 09 - Part 2 Probability/001 The Basic Probability Formula_en.vtt | 7.95 KB |
| 09 - Part 2 Probability/002 Computing Expected Values.mp4 | 29.24 MB |
| 09 - Part 2 Probability/002 Computing Expected Values_en.vtt | 5.93 KB |
| 09 - Part 2 Probability/003 Frequency.mp4 | 36.39 MB |
| 09 - Part 2 Probability/003 Frequency_en.vtt | 5.58 KB |
| 09 - Part 2 Probability/004 Events and Their Complements.mp4 | 20.83 MB |
| 09 - Part 2 Probability/004 Events and Their Complements_en.vtt | 6.28 KB |
| 10 - Probability - Combinatorics/001 Course-Notes-Combinatorics.pdf | 226.12 KB |
| 10 - Probability - Combinatorics/001 Fundamentals of Combinatorics.mp4 | 4.63 MB |
| 10 - Probability - Combinatorics/001 Fundamentals of Combinatorics_en.vtt | 1.21 KB |
| 10 - Probability - Combinatorics/002 Permutations and How to Use Them.mp4 | 13.97 MB |
| 10 - Probability - Combinatorics/002 Permutations and How to Use Them_en.vtt | 3.74 KB |
| 10 - Probability - Combinatorics/003 Simple Operations with Factorials.mp4 | 13.98 MB |
| 10 - Probability - Combinatorics/003 Simple Operations with Factorials_en.vtt | 3.15 KB |
| 10 - Probability - Combinatorics/004 Solving Variations with Repetition.mp4 | 13.75 MB |
| 10 - Probability - Combinatorics/004 Solving Variations with Repetition_en.vtt | 3.21 KB |
| 10 - Probability - Combinatorics/005 Solving Variations without Repetition.mp4 | 14.76 MB |
| 10 - Probability - Combinatorics/005 Solving Variations without Repetition_en.vtt | 4.16 KB |
| 10 - Probability - Combinatorics/006 Combinations-With-Repetition.pdf | 207.41 KB |
| 10 - Probability - Combinatorics/006 Solving Combinations.mp4 | 18.99 MB |
| 10 - Probability - Combinatorics/006 Solving Combinations_en.vtt | 5.05 KB |
| 10 - Probability - Combinatorics/007 Symmetry of Combinations.mp4 | 13.50 MB |
| 10 - Probability - Combinatorics/007 Symmetry of Combinations_en.vtt | 3.74 KB |
| 10 - Probability - Combinatorics/007 Symmetry-Explained.pdf | 85.04 KB |
| 10 - Probability - Combinatorics/008 Solving Combinations with Separate Sample Spaces.mp4 | 12.87 MB |
| 10 - Probability - Combinatorics/008 Solving Combinations with Separate Sample Spaces_en.vtt | 3.37 KB |
| 10 - Probability - Combinatorics/009 Combinatorics in Real-Life The Lottery.mp4 | 16.16 MB |
| 10 - Probability - Combinatorics/009 Combinatorics in Real-Life The Lottery_en.vtt | 3.66 KB |
| 10 - Probability - Combinatorics/010 A Recap of Combinatorics.mp4 | 12.00 MB |
| 10 - Probability - Combinatorics/010 A Recap of Combinatorics_en.vtt | 3.27 KB |
| 10 - Probability - Combinatorics/011 A Practical Example of Combinatorics.mp4 | 42.24 MB |
| 10 - Probability - Combinatorics/011 A Practical Example of Combinatorics_en.vtt | 12.46 KB |
| 10 - Probability - Combinatorics/011 Additional-Exercises-Combinatorics-Solutions.pdf | 245.67 KB |
| 10 - Probability - Combinatorics/011 Additional-Exercises-Combinatorics.pdf | 106.58 KB |
| 11 - Probability - Bayesian Inference/001 Course-Notes-Bayesian-Inference.pdf | 386.01 KB |
| 11 - Probability - Bayesian Inference/001 Sets and Events.mp4 | 17.44 MB |
| 11 - Probability - Bayesian Inference/001 Sets and Events_en.vtt | 4.70 KB |
| 11 - Probability - Bayesian Inference/002 Ways Sets Can Interact.mp4 | 19.02 MB |
| 11 - Probability - Bayesian Inference/002 Ways Sets Can Interact_en.vtt | 3.90 KB |
| 11 - Probability - Bayesian Inference/003 Intersection of Sets.mp4 | 8.78 MB |
| 11 - Probability - Bayesian Inference/003 Intersection of Sets_en.vtt | 2.21 KB |
| 11 - Probability - Bayesian Inference/004 Union of Sets.mp4 | 19.47 MB |
| 11 - Probability - Bayesian Inference/004 Union of Sets_en.vtt | 5.34 KB |
| 11 - Probability - Bayesian Inference/005 Mutually Exclusive Sets.mp4 | 8.57 MB |
| 11 - Probability - Bayesian Inference/005 Mutually Exclusive Sets_en.vtt | 2.34 KB |
| 11 - Probability - Bayesian Inference/006 Dependence and Independence of Sets.mp4 | 11.98 MB |
| 11 - Probability - Bayesian Inference/006 Dependence and Independence of Sets_en.vtt | 3.05 KB |
| 11 - Probability - Bayesian Inference/007 The Conditional Probability Formula.mp4 | 16.33 MB |
| 11 - Probability - Bayesian Inference/007 The Conditional Probability Formula_en.vtt | 4.66 KB |
| 11 - Probability - Bayesian Inference/008 The Law of Total Probability.mp4 | 11.39 MB |
| 11 - Probability - Bayesian Inference/008 The Law of Total Probability_en.vtt | 3.01 KB |
| 11 - Probability - Bayesian Inference/009 The Additive Rule.mp4 | 10.89 MB |
| 11 - Probability - Bayesian Inference/009 The Additive Rule_en.vtt | 2.48 KB |
| 11 - Probability - Bayesian Inference/010 The Multiplication Law.mp4 | 19.80 MB |
| 11 - Probability - Bayesian Inference/010 The Multiplication Law_en.vtt | 4.13 KB |
| 11 - Probability - Bayesian Inference/011 Bayes' Law.mp4 | 20.94 MB |
| 11 - Probability - Bayesian Inference/011 Bayes' Law_en.vtt | 6.66 KB |
| 11 - Probability - Bayesian Inference/012 A Practical Example of Bayesian Inference.mp4 | 125.49 MB |
| 11 - Probability - Bayesian Inference/012 A Practical Example of Bayesian Inference_en.vtt | 17.39 KB |
| 11 - Probability - Bayesian Inference/012 Bayesian-Homework-Solutions.pdf | 30.35 KB |
| 11 - Probability - Bayesian Inference/012 Bayesian-Homework.pdf | 27.26 KB |
| 11 - Probability - Bayesian Inference/012 CDS-2017-2018-Hamilton.pdf | 845.31 KB |
| 12 - Probability - Distributions/001 Course-Notes-Probability-Distributions.pdf | 463.95 KB |
| 12 - Probability - Distributions/001 Fundamentals of Probability Distributions.mp4 | 19.28 MB |
| 12 - Probability - Distributions/001 Fundamentals of Probability Distributions_en.vtt | 6.99 KB |
| 12 - Probability - Distributions/002 Types of Probability Distributions.mp4 | 28.69 MB |
| 12 - Probability - Distributions/002 Types of Probability Distributions_en.vtt | 8.61 KB |
| 12 - Probability - Distributions/003 Characteristics of Discrete Distributions.mp4 | 9.25 MB |
| 12 - Probability - Distributions/003 Characteristics of Discrete Distributions_en.vtt | 2.21 KB |
| 12 - Probability - Distributions/004 Discrete Distributions The Uniform Distribution.mp4 | 10.08 MB |
| 12 - Probability - Distributions/004 Discrete Distributions The Uniform Distribution_en.vtt | 2.51 KB |
| 12 - Probability - Distributions/005 Discrete Distributions The Bernoulli Distribution.mp4 | 14.76 MB |
| 12 - Probability - Distributions/005 Discrete Distributions The Bernoulli Distribution_en.vtt | 3.78 KB |
| 12 - Probability - Distributions/006 Discrete Distributions The Binomial Distribution.mp4 | 24.94 MB |
| 12 - Probability - Distributions/006 Discrete Distributions The Binomial Distribution_en.vtt | 7.67 KB |
| 12 - Probability - Distributions/007 Discrete Distributions The Poisson Distribution.mp4 | 14.62 MB |
| 12 - Probability - Distributions/007 Discrete Distributions The Poisson Distribution_en.vtt | 5.85 KB |
| 12 - Probability - Distributions/007 Poisson-Expected-Value-and-Variance.pdf | 145.99 KB |
| 12 - Probability - Distributions/008 Characteristics of Continuous Distributions.mp4 | 28.87 MB |
| 12 - Probability - Distributions/008 Characteristics of Continuous Distributions_en.vtt | 7.81 KB |
| 12 - Probability - Distributions/008 Solving-Integrals.pdf | 343.85 KB |
| 12 - Probability - Distributions/009 Continuous Distributions The Normal Distribution.mp4 | 19.67 MB |
| 12 - Probability - Distributions/009 Continuous Distributions The Normal Distribution_en.vtt | 4.34 KB |
| 12 - Probability - Distributions/009 Normal-Distribution-Exp-and-Var.pdf | 144.08 KB |
| 12 - Probability - Distributions/010 Continuous Distributions The Standard Normal Distribution.mp4 | 20.72 MB |
| 12 - Probability - Distributions/010 Continuous Distributions The Standard Normal Distribution_en.vtt | 4.81 KB |
| 12 - Probability - Distributions/011 Continuous Distributions The Students' T Distribution.mp4 | 9.10 MB |
| 12 - Probability - Distributions/011 Continuous Distributions The Students' T Distribution_en.vtt | 2.66 KB |
| 12 - Probability - Distributions/012 Continuous Distributions The Chi-Squared Distribution.mp4 | 10.95 MB |
| 12 - Probability - Distributions/012 Continuous Distributions The Chi-Squared Distribution_en.vtt | 2.56 KB |
| 12 - Probability - Distributions/013 Continuous Distributions The Exponential Distribution.mp4 | 15.76 MB |
| 12 - Probability - Distributions/013 Continuous Distributions The Exponential Distribution_en.vtt | 3.71 KB |
| 12 - Probability - Distributions/014 Continuous Distributions The Logistic Distribution.mp4 | 15.95 MB |
| 12 - Probability - Distributions/014 Continuous Distributions The Logistic Distribution_en.vtt | 4.73 KB |
| 12 - Probability - Distributions/015 A Practical Example of Probability Distributions.mp4 | 138.31 MB |
| 12 - Probability - Distributions/015 A Practical Example of Probability Distributions_en.vtt | 17.79 KB |
| 12 - Probability - Distributions/015 Customers-Membership-post.xlsx | 15.62 KB |
| 12 - Probability - Distributions/015 Customers-Membership.xlsx | 9.69 KB |
| 12 - Probability - Distributions/015 Daily-Views-post.xlsx | 20.21 KB |
| 12 - Probability - Distributions/015 Daily-Views.xlsx | 9.53 KB |
| 12 - Probability - Distributions/015 FIFA19-post.csv | 8.64 MB |
| 12 - Probability - Distributions/015 FIFA19.csv | 8.64 MB |
| 13 - Probability - Probability in Other Fields/001 Probability in Finance.mp4 | 39.66 MB |
| 13 - Probability - Probability in Other Fields/001 Probability in Finance_en.vtt | 8.66 KB |
| 13 - Probability - Probability in Other Fields/001 Probability-in-Finance-Homework.pdf | 110.68 KB |
| 13 - Probability - Probability in Other Fields/001 Probability-in-Finance-Solutions.pdf | 184.46 KB |
| 13 - Probability - Probability in Other Fields/002 Probability in Statistics.mp4 | 18.37 MB |
| 13 - Probability - Probability in Other Fields/002 Probability in Statistics_en.vtt | 7.62 KB |
| 13 - Probability - Probability in Other Fields/003 Probability in Data Science.mp4 | 23.94 MB |
| 13 - Probability - Probability in Other Fields/003 Probability in Data Science_en.vtt | 5.87 KB |
| 13 - Probability - Probability in Other Fields/003 Probability-Cheat-Sheet.pdf | 320.28 KB |
| 14 - Part 3 Statistics/001 Course-notes-descriptive-statistics.pdf | 482.21 KB |
| 14 - Part 3 Statistics/001 Population and Sample.mp4 | 34.16 MB |
| 14 - Part 3 Statistics/001 Population and Sample_en.vtt | 4.91 KB |
| 14 - Part 3 Statistics/001 Statistics-Glossary.xlsx | 20.26 KB |
| 14 - Part 3 Statistics/[CourseClub.Me].url | 122 bytes |
| 14 - Part 3 Statistics/[GigaCourse.Com].url | 49 bytes |
| 15 - Statistics - Descriptive Statistics/001 Course-notes-descriptive-statistics.pdf | 482.21 KB |
| 15 - Statistics - Descriptive Statistics/001 Glossary.xlsx | 19.97 KB |
| 15 - Statistics - Descriptive Statistics/001 Types of Data.mp4 | 42.47 MB |
| 15 - Statistics - Descriptive Statistics/001 Types of Data_en.vtt | 5.41 KB |
| 15 - Statistics - Descriptive Statistics/002 Levels of Measurement.mp4 | 31.44 MB |
| 15 - Statistics - Descriptive Statistics/002 Levels of Measurement_en.vtt | 4.16 KB |
| 15 - Statistics - Descriptive Statistics/003 2.3.Categorical-variables.Visualization-techniques-lesson.xlsx | 30.77 KB |
| 15 - Statistics - Descriptive Statistics/003 Categorical Variables - Visualization Techniques.mp4 | 36.65 MB |
| 15 - Statistics - Descriptive Statistics/003 Categorical Variables - Visualization Techniques_en.vtt | 5.68 KB |
| 15 - Statistics - Descriptive Statistics/004 2.3.Categorical-variables.Visualization-techniques-exercise-solution.xlsx | 41.11 KB |
| 15 - Statistics - Descriptive Statistics/004 2.3.Categorical-variables.Visualization-techniques-exercise.xlsx | 15.24 KB |
| 15 - Statistics - Descriptive Statistics/004 Categorical Variables Exercise.html | 81 bytes |
| 15 - Statistics - Descriptive Statistics/004 Statistics-PDF-with-Excel-Solutions-that-dont-visualize-properly.pdf | 289.12 KB |
| 15 - Statistics - Descriptive Statistics/005 2.4.Numerical-variables.Frequency-distribution-table-lesson.xlsx | 11.44 KB |
| 15 - Statistics - Descriptive Statistics/005 Numerical Variables - Frequency Distribution Table.mp4 | 12.80 MB |
| 15 - Statistics - Descriptive Statistics/005 Numerical Variables - Frequency Distribution Table_en.vtt | 3.88 KB |
| 15 - Statistics - Descriptive Statistics/006 2.4.Numerical-variables.Frequency-distribution-table-exercise-solution.xlsx | 13.15 KB |
| 15 - Statistics - Descriptive Statistics/006 Numerical Variables Exercise.html | 81 bytes |
| 15 - Statistics - Descriptive Statistics/007 2.5.The-Histogram-lesson.xlsx | 18.63 KB |
| 15 - Statistics - Descriptive Statistics/007 The Histogram.mp4 | 9.59 MB |
| 15 - Statistics - Descriptive Statistics/007 The Histogram_en.vtt | 2.77 KB |
| 15 - Statistics - Descriptive Statistics/008 2.5.The-Histogram-exercise-solution.xlsx | 17.10 KB |
| 15 - Statistics - Descriptive Statistics/008 2.5.The-Histogram-exercise.xlsx | 15.50 KB |
| 15 - Statistics - Descriptive Statistics/008 Histogram Exercise.html | 81 bytes |
| 15 - Statistics - Descriptive Statistics/008 Statistics-PDF-with-Excel-Solutions-that-dont-visualize-properly.pdf | 289.12 KB |
| 15 - Statistics - Descriptive Statistics/009 2.6.Cross-table-and-scatter-plot.xlsx | 26.12 KB |
| 15 - Statistics - Descriptive Statistics/009 Cross Tables and Scatter Plots.mp4 | 19.69 MB |
| 15 - Statistics - Descriptive Statistics/009 Cross Tables and Scatter Plots_en.vtt | 5.91 KB |
| 15 - Statistics - Descriptive Statistics/010 2.6.Cross-table-and-scatter-plot-exercise-solution.xlsx | 40.44 KB |
| 15 - Statistics - Descriptive Statistics/010 2.6.Cross-table-and-scatter-plot-exercise.xlsx | 16.28 KB |
| 15 - Statistics - Descriptive Statistics/010 Cross Tables and Scatter Plots Exercise.html | 81 bytes |
| 15 - Statistics - Descriptive Statistics/011 2.7.Mean-median-and-mode-lesson.xlsx | 10.49 KB |
| 15 - Statistics - Descriptive Statistics/011 Mean, median and mode.mp4 | 17.53 MB |
| 15 - Statistics - Descriptive Statistics/011 Mean, median and mode_en.vtt | 5.21 KB |
| 15 - Statistics - Descriptive Statistics/012 2.7.Mean-median-and-mode-exercise-solution.xlsx | 11.35 KB |
| 15 - Statistics - Descriptive Statistics/012 2.7.Mean-median-and-mode-exercise.xlsx | 10.87 KB |
| 15 - Statistics - Descriptive Statistics/012 Mean, Median and Mode Exercise.html | 81 bytes |
| 15 - Statistics - Descriptive Statistics/013 2.8.Skewness-lesson.xlsx | 34.63 KB |
| 15 - Statistics - Descriptive Statistics/013 Skewness.mp4 | 9.92 MB |
| 15 - Statistics - Descriptive Statistics/013 Skewness_en.vtt | 3.21 KB |
| 15 - Statistics - Descriptive Statistics/014 2.8.Skewness-exercise-solution.xlsx | 19.78 KB |
| 15 - Statistics - Descriptive Statistics/014 2.8.Skewness-exercise.xlsx | 9.49 KB |
| 15 - Statistics - Descriptive Statistics/014 Skewness Exercise.html | 81 bytes |
| 15 - Statistics - Descriptive Statistics/015 2.9.Variance-lesson.xlsx | 10.08 KB |
| 15 - Statistics - Descriptive Statistics/015 Variance.mp4 | 20.20 MB |
| 15 - Statistics - Descriptive Statistics/015 Variance_en.vtt | 6.91 KB |
| 15 - Statistics - Descriptive Statistics/016 2.9.Variance-exercise-solution.xlsx | 11.05 KB |
| 15 - Statistics - Descriptive Statistics/016 2.9.Variance-exercise.xlsx | 10.83 KB |
| 15 - Statistics - Descriptive Statistics/016 Variance Exercise.html | 522 bytes |
| 15 - Statistics - Descriptive Statistics/017 2.10.Standard-deviation-and-coefficient-of-variation-lesson.xlsx | 10.97 KB |
| 15 - Statistics - Descriptive Statistics/017 Standard Deviation and Coefficient of Variation.mp4 | 20.14 MB |
| 15 - Statistics - Descriptive Statistics/017 Standard Deviation and Coefficient of Variation_en.vtt | 5.81 KB |
| 15 - Statistics - Descriptive Statistics/018 2.10.Standard-deviation-and-coefficient-of-variation-exercise-solution.xlsx | 12.60 KB |
| 15 - Statistics - Descriptive Statistics/018 2.10.Standard-deviation-and-coefficient-of-variation-exercise.xlsx | 11.61 KB |
| 15 - Statistics - Descriptive Statistics/018 Standard Deviation and Coefficient of Variation Exercise.html | 81 bytes |
| 15 - Statistics - Descriptive Statistics/019 2.11.Covariance-lesson.xlsx | 24.92 KB |
| 15 - Statistics - Descriptive Statistics/019 Covariance.mp4 | 18.41 MB |
| 15 - Statistics - Descriptive Statistics/019 Covariance_en.vtt | 4.35 KB |
| 15 - Statistics - Descriptive Statistics/020 2.11.Covariance-exercise-solution.xlsx | 29.51 KB |
| 15 - Statistics - Descriptive Statistics/020 2.11.Covariance-exercise.xlsx | 20.23 KB |
| 15 - Statistics - Descriptive Statistics/020 Covariance Exercise.html | 81 bytes |
| 15 - Statistics - Descriptive Statistics/021 Correlation Coefficient.mp4 | 19.38 MB |
| 15 - Statistics - Descriptive Statistics/021 Correlation Coefficient_en.vtt | 4.18 KB |
| 15 - Statistics - Descriptive Statistics/022 2.12.Correlation-exercise-solution.xlsx | 29.48 KB |
| 15 - Statistics - Descriptive Statistics/022 2.12.Correlation-exercise.xlsx | 29.30 KB |
| 15 - Statistics - Descriptive Statistics/022 Correlation Coefficient Exercise.html | 81 bytes |
| 16 - Statistics - Practical Example Descriptive Statistics/001 2.13.Practical-example.Descriptive-statistics-lesson.xlsx | 146.51 KB |
| 16 - Statistics - Practical Example Descriptive Statistics/001 Practical Example Descriptive Statistics.mp4 | 150.18 MB |
| 16 - Statistics - Practical Example Descriptive Statistics/001 Practical Example Descriptive Statistics_en.vtt | 18.19 KB |
| 16 - Statistics - Practical Example Descriptive Statistics/002 2.13.Practical-example.Descriptive-statistics-exercise-solution.xlsx | 146.38 KB |
| 16 - Statistics - Practical Example Descriptive Statistics/002 2.13.Practical-example.Descriptive-statistics-exercise.xlsx | 120.27 KB |
| 16 - Statistics - Practical Example Descriptive Statistics/002 Practical Example Descriptive Statistics Exercise.html | 81 bytes |
| 17 - Statistics - Inferential Statistics Fundamentals/001 Course-notes-inferential-statistics.pdf | 382.32 KB |
| 17 - Statistics - Inferential Statistics Fundamentals/001 Introduction.mp4 | 3.02 MB |
| 17 - Statistics - Inferential Statistics Fundamentals/001 Introduction_en.vtt | 1.44 KB |
| 17 - Statistics - Inferential Statistics Fundamentals/002 3.2.What-is-a-distribution-lesson.xlsx | 19.46 KB |
| 17 - Statistics - Inferential Statistics Fundamentals/002 Course-notes-inferential-statistics.pdf | 382.32 KB |
| 17 - Statistics - Inferential Statistics Fundamentals/002 What is a Distribution.mp4 | 16.90 MB |
| 17 - Statistics - Inferential Statistics Fundamentals/002 What is a Distribution_en.vtt | 5.32 KB |
| 17 - Statistics - Inferential Statistics Fundamentals/003 The Normal Distribution.mp4 | 16.16 MB |
| 17 - Statistics - Inferential Statistics Fundamentals/003 The Normal Distribution_en.vtt | 4.43 KB |
| 17 - Statistics - Inferential Statistics Fundamentals/004 3.4.Standard-normal-distribution-lesson.xlsx | 10.38 KB |
| 17 - Statistics - Inferential Statistics Fundamentals/004 The Standard Normal Distribution.mp4 | 8.62 MB |
| 17 - Statistics - Inferential Statistics Fundamentals/004 The Standard Normal Distribution_en.vtt | 3.65 KB |
| 17 - Statistics - Inferential Statistics Fundamentals/005 3.4.Standard-normal-distribution-exercise-solution.xlsx | 24.04 KB |
| 17 - Statistics - Inferential Statistics Fundamentals/005 3.4.Standard-normal-distribution-exercise.xlsx | 11.99 KB |
| 17 - Statistics - Inferential Statistics Fundamentals/005 The Standard Normal Distribution Exercise.html | 81 bytes |
| 17 - Statistics - Inferential Statistics Fundamentals/006 Central Limit Theorem.mp4 | 22.86 MB |
| 17 - Statistics - Inferential Statistics Fundamentals/006 Central Limit Theorem_en.vtt | 5.01 KB |
| 17 - Statistics - Inferential Statistics Fundamentals/007 Standard error.mp4 | 13.33 MB |
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| 36 - Advanced Statistical Methods - Logistic Regression/005 Example-bank-data.csv | 6.21 KB |
| 36 - Advanced Statistical Methods - Logistic Regression/006 An Invaluable Coding Tip.mp4 | 16.77 MB |
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| 36 - Advanced Statistical Methods - Logistic Regression/007 Understanding Logistic Regression Tables.mp4 | 12.89 MB |
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| 36 - Advanced Statistical Methods - Logistic Regression/009 What do the Odds Actually Mean.mp4 | 11.38 MB |
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| 36 - Advanced Statistical Methods - Logistic Regression/012 Calculating the Accuracy of the Model.mp4 | 20.28 MB |
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| 36 - Advanced Statistical Methods - Logistic Regression/014 Underfitting and Overfitting.mp4 | 7.25 MB |
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| 36 - Advanced Statistical Methods - Logistic Regression/[CourseClub.Me].url | 122 bytes |
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| 37 - Advanced Statistical Methods - Cluster Analysis/001 Course-Notes-Cluster-Analysis.pdf | 208.65 KB |
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| 37 - Advanced Statistical Methods - Cluster Analysis/004 Math Prerequisites.mp4 | 5.10 MB |
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| 38 - Advanced Statistical Methods - K-Means Clustering/001 K-Means Clustering.mp4 | 10.52 MB |
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| 38 - Advanced Statistical Methods - K-Means Clustering/008 Pros and Cons of K-Means Clustering.mp4 | 10.93 MB |
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| 38 - Advanced Statistical Methods - K-Means Clustering/009 To Standardize or not to Standardize.mp4 | 10.50 MB |
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| 38 - Advanced Statistical Methods - K-Means Clustering/011 Market Segmentation with Cluster Analysis (Part 1).mp4 | 21.15 MB |
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| 38 - Advanced Statistical Methods - K-Means Clustering/012 Market Segmentation with Cluster Analysis (Part 2).mp4 | 34.08 MB |
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| 38 - Advanced Statistical Methods - K-Means Clustering/014 EXERCISE Species Segmentation with Cluster Analysis (Part 1).html | 87 bytes |
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| 39 - Advanced Statistical Methods - Other Types of Clustering/001 Types of Clustering.mp4 | 8.90 MB |
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| 40 - Part 6 Mathematics/001 What is a Matrix.mp4 | 11.70 MB |
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| 40 - Part 6 Mathematics/002 Scalars and Vectors.mp4 | 8.39 MB |
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| 40 - Part 6 Mathematics/003 Linear Algebra and Geometry.mp4 | 13.56 MB |
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| 40 - Part 6 Mathematics/004 Arrays in Python - A Convenient Way To Represent Matrices.mp4 | 19.01 MB |
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| 41 - Part 7 Deep Learning/001 What to Expect from this Part.mp4 | 9.29 MB |
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| 42 - Deep Learning - Introduction to Neural Networks/001 Course-Notes-Section-2.pdf | 578.08 KB |
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| 42 - Deep Learning - Introduction to Neural Networks/002 Training the Model.mp4 | 7.57 MB |
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| 42 - Deep Learning - Introduction to Neural Networks/007 Graphical Representation of Simple Neural Networks.mp4 | 6.35 MB |
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| 43 - Deep Learning - How to Build a Neural Network from Scratch with NumPy/001 Basic NN Example (Part 1).mp4 | 9.34 MB |
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| 43 - Deep Learning - How to Build a Neural Network from Scratch with NumPy/002 Basic NN Example (Part 2).mp4 | 15.23 MB |
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| 43 - Deep Learning - How to Build a Neural Network from Scratch with NumPy/003 Basic NN Example (Part 3).mp4 | 15.68 MB |
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| 43 - Deep Learning - How to Build a Neural Network from Scratch with NumPy/004 Basic NN Example (Part 4).mp4 | 30.06 MB |
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| 43 - Deep Learning - How to Build a Neural Network from Scratch with NumPy/[CourseClub.Me].url | 122 bytes |
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| 44 - Deep Learning - TensorFlow 2.0 Introduction/001 How to Install TensorFlow 2.0.mp4 | 27.34 MB |
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| 44 - Deep Learning - TensorFlow 2.0 Introduction/001 Shortcuts-for-Jupyter.pdf | 619.17 KB |
| 44 - Deep Learning - TensorFlow 2.0 Introduction/002 TensorFlow Outline and Comparison with Other Libraries.mp4 | 14.94 MB |
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| 44 - Deep Learning - TensorFlow 2.0 Introduction/006 Outlining the Model with TensorFlow 2.mp4 | 26.99 MB |
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| 44 - Deep Learning - TensorFlow 2.0 Introduction/007 Interpreting the Result and Extracting the Weights and Bias.mp4 | 13.67 MB |
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| 45 - Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/001 Course-Notes-Section-6.pdf | 936.42 KB |
| 45 - Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/001 What is a Layer.mp4 | 4.96 MB |
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| 45 - Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/002 Course-Notes-Section-6.pdf | 936.42 KB |
| 45 - Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/002 What is a Deep Net.mp4 | 11.06 MB |
| 45 - Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/002 What is a Deep Net_en.vtt | 2.89 KB |
| 45 - Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/003 Digging into a Deep Net.mp4 | 19.14 MB |
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| 46 - Deep Learning - Overfitting/001 What is Overfitting.mp4 | 10.50 MB |
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| 46 - Deep Learning - Overfitting/002 Underfitting and Overfitting for Classification.mp4 | 13.53 MB |
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| 46 - Deep Learning - Overfitting/003 What is Validation.mp4 | 8.14 MB |
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| 46 - Deep Learning - Overfitting/004 Training, Validation, and Test Datasets.mp4 | 7.74 MB |
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| 46 - Deep Learning - Overfitting/006 Early Stopping or When to Stop Training.mp4 | 8.50 MB |
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| 47 - Deep Learning - Initialization/001 What is Initialization.mp4 | 17.42 MB |
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| 47 - Deep Learning - Initialization/002 Types of Simple Initializations.mp4 | 5.73 MB |
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| 47 - Deep Learning - Initialization/003 State-of-the-Art Method - (Xavier) Glorot Initialization.mp4 | 5.24 MB |
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| 48 - Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/001 Stochastic Gradient Descent.mp4 | 7.62 MB |
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| 48 - Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/004 Learning Rate Schedules, or How to Choose the Optimal Learning Rate.mp4 | 12.03 MB |
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| 49 - Deep Learning - Preprocessing/001 Preprocessing Introduction.mp4 | 8.98 MB |
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| 49 - Deep Learning - Preprocessing/002 Types of Basic Preprocessing.mp4 | 3.19 MB |
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| 49 - Deep Learning - Preprocessing/003 Standardization.mp4 | 11.95 MB |
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| 49 - Deep Learning - Preprocessing/005 Binary and One-Hot Encoding.mp4 | 8.36 MB |
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| 49 - Deep Learning - Preprocessing/[CourseClub.Me].url | 122 bytes |
| 49 - Deep Learning - Preprocessing/[GigaCourse.Com].url | 49 bytes |
| 50 - Deep Learning - Classifying on the MNIST Dataset/001 MNIST The Dataset.mp4 | 4.40 MB |
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| 50 - Deep Learning - Classifying on the MNIST Dataset/002 MNIST How to Tackle the MNIST.mp4 | 7.66 MB |
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| 50 - Deep Learning - Classifying on the MNIST Dataset/003 MNIST Importing the Relevant Packages and Loading the Data.mp4 | 12.24 MB |
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| 50 - Deep Learning - Classifying on the MNIST Dataset/003 TensorFlow-MNIST-Part1-with-comments.ipynb | 3.97 KB |
| 50 - Deep Learning - Classifying on the MNIST Dataset/004 MNIST Preprocess the Data - Create a Validation Set and Scale It.mp4 | 22.93 MB |
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| 50 - Deep Learning - Classifying on the MNIST Dataset/005 MNIST Preprocess the Data - Scale the Test Data - Exercise.html | 79 bytes |
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| 50 - Deep Learning - Classifying on the MNIST Dataset/006 MNIST Preprocess the Data - Shuffle and Batch.mp4 | 32.71 MB |
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| 50 - Deep Learning - Classifying on the MNIST Dataset/007 TensorFlow-MNIST-Part3-with-comments.ipynb | 8.61 KB |
| 50 - Deep Learning - Classifying on the MNIST Dataset/008 MNIST Outline the Model.mp4 | 22.09 MB |
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| 50 - Deep Learning - Classifying on the MNIST Dataset/008 TensorFlow-MNIST-Part4-with-comments.ipynb | 10.49 KB |
| 50 - Deep Learning - Classifying on the MNIST Dataset/009 MNIST Select the Loss and the Optimizer.mp4 | 10.65 MB |
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| 50 - Deep Learning - Classifying on the MNIST Dataset/009 TensorFlow-MNIST-Part5-with-comments.ipynb | 10.99 KB |
| 50 - Deep Learning - Classifying on the MNIST Dataset/010 MNIST Learning.mp4 | 31.03 MB |
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| 50 - Deep Learning - Classifying on the MNIST Dataset/010 TensorFlow-MNIST-Part6-with-comments.ipynb | 12.54 KB |
| 50 - Deep Learning - Classifying on the MNIST Dataset/011 1.TensorFlow-MNIST-Width-Solution.ipynb | 14.84 KB |
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| 50 - Deep Learning - Classifying on the MNIST Dataset/011 3.TensorFlow-MNIST-Width-and-Depth-Solution.ipynb | 15.30 KB |
| 50 - Deep Learning - Classifying on the MNIST Dataset/011 4.TensorFlow-MNIST-Activation-functions-Part-1-Solution.ipynb | 15.11 KB |
| 50 - Deep Learning - Classifying on the MNIST Dataset/011 5.TensorFlow-MNIST-Activation-functions-Part-2-Solution.ipynb | 14.74 KB |
| 50 - Deep Learning - Classifying on the MNIST Dataset/011 6.TensorFlow-MNIST-Batch-size-Part-1-Solution.ipynb | 15.12 KB |
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| 50 - Deep Learning - Classifying on the MNIST Dataset/011 8.TensorFlow-MNIST-Learning-rate-Part-1-Solution.ipynb | 20.58 KB |
| 50 - Deep Learning - Classifying on the MNIST Dataset/011 9.TensorFlow-MNIST-Learning-rate-Part-2-Solution.ipynb | 15.80 KB |
| 50 - Deep Learning - Classifying on the MNIST Dataset/011 MNIST - Exercises.html | 1.98 KB |
| 50 - Deep Learning - Classifying on the MNIST Dataset/011 TensorFlow-MNIST-All-Exercises.ipynb | 16.65 KB |
| 50 - Deep Learning - Classifying on the MNIST Dataset/011 TensorFlow-MNIST-around-98-percent-accuracy.ipynb | 15.02 KB |
| 50 - Deep Learning - Classifying on the MNIST Dataset/012 MNIST Testing the Model.mp4 | 22.64 MB |
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| 50 - Deep Learning - Classifying on the MNIST Dataset/012 TensorFlow-MNIST-complete-with-comments.ipynb | 14.51 KB |
| 50 - Deep Learning - Classifying on the MNIST Dataset/012 TensorFlow-MNIST-complete.ipynb | 6.78 KB |
| 51 - Deep Learning - Business Case Example/001 Audiobooks-data.csv | 710.77 KB |
| 51 - Deep Learning - Business Case Example/001 Business Case Exploring the Dataset and Identifying Predictors.mp4 | 51.38 MB |
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| 51 - Deep Learning - Business Case Example/002 Business Case Outlining the Solution.mp4 | 2.95 MB |
| 51 - Deep Learning - Business Case Example/002 Business Case Outlining the Solution_en.vtt | 1.69 KB |
| 51 - Deep Learning - Business Case Example/003 Business Case Balancing the Dataset.mp4 | 26.19 MB |
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| 51 - Deep Learning - Business Case Example/004 Business Case Preprocessing the Data.mp4 | 73.82 MB |
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| 51 - Deep Learning - Business Case Example/004 TensorFlow-Audiobooks-Preprocessing-with-comments.ipynb | 11.19 KB |
| 51 - Deep Learning - Business Case Example/004 TensorFlow-Audiobooks-Preprocessing.ipynb | 5.58 KB |
| 51 - Deep Learning - Business Case Example/005 Business Case Preprocessing the Data - Exercise.html | 370 bytes |
| 51 - Deep Learning - Business Case Example/005 TensorFlow-Audiobooks-Preprocessing-Exercise-Solution.ipynb | 10.04 KB |
| 51 - Deep Learning - Business Case Example/005 TensorFlow-Audiobooks-Preprocessing-Exercise.ipynb | 8.60 KB |
| 51 - Deep Learning - Business Case Example/006 Business Case Load the Preprocessed Data.mp4 | 13.80 MB |
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| 51 - Deep Learning - Business Case Example/007 TensorFlow-Audiobooks-Machine-Learning-Part1-with-comments.ipynb | 4.61 KB |
| 51 - Deep Learning - Business Case Example/008 Business Case Learning and Interpreting the Result.mp4 | 27.77 MB |
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| 51 - Deep Learning - Business Case Example/008 TensorFlow-Audiobooks-Machine-Learning-Part2-with-comments.ipynb | 19.69 KB |
| 51 - Deep Learning - Business Case Example/009 Business Case Setting an Early Stopping Mechanism.mp4 | 43.81 MB |
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| 51 - Deep Learning - Business Case Example/009 TensorFlow-Audiobooks-Machine-Learning-Part3-with-comments.ipynb | 10.06 KB |
| 51 - Deep Learning - Business Case Example/010 Setting an Early Stopping Mechanism - Exercise.html | 192 bytes |
| 51 - Deep Learning - Business Case Example/011 Business Case Testing the Model.mp4 | 8.19 MB |
| 51 - Deep Learning - Business Case Example/011 Business Case Testing the Model_en.vtt | 1.91 KB |
| 51 - Deep Learning - Business Case Example/011 TensorFlow-Audiobooks-Machine-Learning-with-comments.ipynb | 11.95 KB |
| 51 - Deep Learning - Business Case Example/012 Business Case Final Exercise.html | 433 bytes |
| 51 - Deep Learning - Business Case Example/012 TensorFlow-Audiobooks-Machine-Learning-with-comments.ipynb | 11.95 KB |
| 52 - Deep Learning - Conclusion/001 Summary on What You've Learned.mp4 | 9.66 MB |
| 52 - Deep Learning - Conclusion/001 Summary on What You've Learned_en.vtt | 4.65 KB |
| 52 - Deep Learning - Conclusion/002 What's Further out there in terms of Machine Learning.mp4 | 4.73 MB |
| 52 - Deep Learning - Conclusion/002 What's Further out there in terms of Machine Learning_en.vtt | 2.34 KB |
| 52 - Deep Learning - Conclusion/003 DeepMind and Deep Learning.html | 1.04 KB |
| 52 - Deep Learning - Conclusion/004 An overview of CNNs.mp4 | 30.47 MB |
| 52 - Deep Learning - Conclusion/004 An overview of CNNs_en.vtt | 5.91 KB |
| 52 - Deep Learning - Conclusion/005 An Overview of RNNs.mp4 | 6.75 MB |
| 52 - Deep Learning - Conclusion/005 An Overview of RNNs_en.vtt | 3.34 KB |
| 52 - Deep Learning - Conclusion/006 An Overview of non-NN Approaches.mp4 | 15.65 MB |
| 52 - Deep Learning - Conclusion/006 An Overview of non-NN Approaches_en.vtt | 4.68 KB |
| 53 - Appendix Deep Learning - TensorFlow 1 Introduction/001 READ ME!!!!.html | 564 bytes |
| 53 - Appendix Deep Learning - TensorFlow 1 Introduction/002 How to Install TensorFlow 1.mp4 | 4.85 MB |
| 53 - Appendix Deep Learning - TensorFlow 1 Introduction/002 How to Install TensorFlow 1_en.vtt | 2.91 KB |
| 53 - Appendix Deep Learning - TensorFlow 1 Introduction/003 A Note on Installing Packages in Anaconda.html | 2.28 KB |
| 53 - Appendix Deep Learning - TensorFlow 1 Introduction/004 TensorFlow Intro.mp4 | 16.56 MB |
| 53 - Appendix Deep Learning - TensorFlow 1 Introduction/004 TensorFlow Intro_en.vtt | 4.61 KB |
| 53 - Appendix Deep Learning - TensorFlow 1 Introduction/005 Actual Introduction to TensorFlow.mp4 | 6.17 MB |
| 53 - Appendix Deep Learning - TensorFlow 1 Introduction/005 Actual Introduction to TensorFlow_en.vtt | 2.00 KB |
| 53 - Appendix Deep Learning - TensorFlow 1 Introduction/005 Shortcuts-for-Jupyter.pdf | 619.17 KB |
| 53 - Appendix Deep Learning - TensorFlow 1 Introduction/006 5.3.TensorFlow-Minimal-example-Part-1.ipynb | 3.36 KB |
| 53 - Appendix Deep Learning - TensorFlow 1 Introduction/006 Types of File Formats, supporting Tensors.mp4 | 8.90 MB |
| 53 - Appendix Deep Learning - TensorFlow 1 Introduction/006 Types of File Formats, supporting Tensors_en.vtt | 2.90 KB |
| 53 - Appendix Deep Learning - TensorFlow 1 Introduction/007 5.4.TensorFlow-Minimal-example-Part-2.ipynb | 6.17 KB |
| 53 - Appendix Deep Learning - TensorFlow 1 Introduction/007 Basic NN Example with TF Inputs, Outputs, Targets, Weights, Biases.mp4 | 28.00 MB |
| 53 - Appendix Deep Learning - TensorFlow 1 Introduction/007 Basic NN Example with TF Inputs, Outputs, Targets, Weights, Biases_en.vtt | 6.63 KB |
| 53 - Appendix Deep Learning - TensorFlow 1 Introduction/008 5.5.TensorFlow-Minimal-example-Part-3.ipynb | 8.65 KB |
| 53 - Appendix Deep Learning - TensorFlow 1 Introduction/008 Basic NN Example with TF Loss Function and Gradient Descent.mp4 | 15.72 MB |
| 53 - Appendix Deep Learning - TensorFlow 1 Introduction/008 Basic NN Example with TF Loss Function and Gradient Descent_en.vtt | 4.17 KB |
| 53 - Appendix Deep Learning - TensorFlow 1 Introduction/009 5.6.TensorFlow-Minimal-example-complete.ipynb | 12.15 KB |
| 53 - Appendix Deep Learning - TensorFlow 1 Introduction/009 Basic NN Example with TF Model Output.mp4 | 17.09 MB |
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| 53 - Appendix Deep Learning - TensorFlow 1 Introduction/010 Basic NN Example with TF Exercises.html | 1.58 KB |
| 53 - Appendix Deep Learning - TensorFlow 1 Introduction/010 TensorFlow-Minimal-Example-All-Exercises.ipynb | 13.97 KB |
| 53 - Appendix Deep Learning - TensorFlow 1 Introduction/010 TensorFlow-Minimal-Example-Exercise-1-Solution.ipynb | 23.63 KB |
| 53 - Appendix Deep Learning - TensorFlow 1 Introduction/010 TensorFlow-Minimal-Example-Exercise-2-1-Solution.ipynb | 25.54 KB |
| 53 - Appendix Deep Learning - TensorFlow 1 Introduction/010 TensorFlow-Minimal-Example-Exercise-2-2-Solution.ipynb | 25.51 KB |
| 53 - Appendix Deep Learning - TensorFlow 1 Introduction/010 TensorFlow-Minimal-Example-Exercise-2-3-Solution.ipynb | 49.96 KB |
| 53 - Appendix Deep Learning - TensorFlow 1 Introduction/010 TensorFlow-Minimal-Example-Exercise-2-4-Solution.ipynb | 21.75 KB |
| 53 - Appendix Deep Learning - TensorFlow 1 Introduction/010 TensorFlow-Minimal-Example-Exercise-3-Solution.ipynb | 26.71 KB |
| 53 - Appendix Deep Learning - TensorFlow 1 Introduction/010 TensorFlow-Minimal-Example-Exercise-4-Solution.ipynb | 26.98 KB |
| 54 - Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/001 MNIST What is the MNIST Dataset.mp4 | 4.65 MB |
| 54 - Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/001 MNIST What is the MNIST Dataset_en.vtt | 3.09 KB |
| 54 - Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/002 MNIST How to Tackle the MNIST.mp4 | 7.68 MB |
| 54 - Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/002 MNIST How to Tackle the MNIST_en.vtt | 3.27 KB |
| 54 - Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/003 12.3.TensorFlow-MNIST-with-comments-Part-1.ipynb | 3.89 KB |
| 54 - Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/003 MNIST Relevant Packages.mp4 | 7.88 MB |
| 54 - Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/003 MNIST Relevant Packages_en.vtt | 1.97 KB |
| 54 - Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/004 12.4.TensorFlow-MNIST-with-comments-Part-2.ipynb | 6.10 KB |
| 54 - Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/004 MNIST Model Outline.mp4 | 34.69 MB |
| 54 - Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/004 MNIST Model Outline_en.vtt | 7.85 KB |
| 54 - Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/005 12.5.TensorFlow-MNIST-with-comments-Part-3.ipynb | 7.31 KB |
| 54 - Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/005 MNIST Loss and Optimization Algorithm.mp4 | 11.55 MB |
| 54 - Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/005 MNIST Loss and Optimization Algorithm_en.vtt | 3.14 KB |
| 54 - Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/006 12.6.TensorFlow-MNIST-with-comments-Part-4.ipynb | 7.90 KB |
| 54 - Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/006 Calculating the Accuracy of the Model.mp4 | 16.64 MB |
| 54 - Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/006 Calculating the Accuracy of the Model_en.vtt | 4.64 KB |
| 54 - Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/007 12.7.TensorFlow-MNIST-with-comments-Part-5.ipynb | 8.53 KB |
| 54 - Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/007 MNIST Batching and Early Stopping.mp4 | 8.70 MB |
| 54 - Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/007 MNIST Batching and Early Stopping_en.vtt | 2.50 KB |
| 54 - Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/008 12.8.TensorFlow-MNIST-with-comments-Part-6.ipynb | 11.50 KB |
| 54 - Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/008 MNIST Learning.mp4 | 31.87 MB |
| 54 - Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/008 MNIST Learning_en.vtt | 8.74 KB |
| 54 - Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/009 12.9.TensorFlow-MNIST-with-comments.ipynb | 13.03 KB |
| 54 - Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/009 MNIST Results and Testing.mp4 | 38.19 MB |
| 54 - Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/009 MNIST Results and Testing_en.vtt | 7.26 KB |
| 54 - Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/010 MNIST Exercises.html | 2.16 KB |
| 54 - Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/010 TensorFlow-MNIST-Exercises-All.ipynb | 15.47 KB |
| 54 - Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/011 0.TensorFlow-MNIST-take-note-of-time-Solution.ipynb | 14.00 KB |
| 54 - Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/011 1.TensorFlow-MNIST-Width-Solution.ipynb | 14.01 KB |
| 54 - Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/011 2.TensorFlow-MNIST-Depth-Solution.ipynb | 14.87 KB |
| 54 - Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/011 3.TensorFlow-MNIST-Width-and-Depth-Solution.ipynb | 16.81 KB |
| 54 - Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/011 4.TensorFlow-MNIST-Activation-functions-Part-1-Solution.ipynb | 14.35 KB |
| 54 - Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/011 5.TensorFlow-MNIST-Activation-functions-Part-2-Solution.ipynb | 13.93 KB |
| 54 - Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/011 6.TensorFlow-MNIST-Batch-size-Part-1-Solution.ipynb | 14.26 KB |
| 54 - Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/011 7.TensorFlow-MNIST-Batch-size-Part-2-Solution.ipynb | 14.16 KB |
| 54 - Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/011 8.TensorFlow-MNIST-Learning-rate-Part-1-Solution.ipynb | 14.07 KB |
| 54 - Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/011 9.TensorFlow-MNIST-Learning-rate-Part-2-Solution.ipynb | 15.21 KB |
| 54 - Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/011 MNIST Solutions.html | 2.22 KB |
| 54 - Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/011 TensorFlow-MNIST-around-98-percent-accuracy.ipynb | 17.66 KB |
| 55 - Appendix Deep Learning - TensorFlow 1 Business Case/001 Audiobooks-data.csv | 710.77 KB |
| 55 - Appendix Deep Learning - TensorFlow 1 Business Case/001 Business Case Getting Acquainted with the Dataset.mp4 | 60.26 MB |
| 55 - Appendix Deep Learning - TensorFlow 1 Business Case/001 Business Case Getting Acquainted with the Dataset_en.vtt | 9.30 KB |
| 55 - Appendix Deep Learning - TensorFlow 1 Business Case/002 Business Case Outlining the Solution.mp4 | 4.04 MB |
| 55 - Appendix Deep Learning - TensorFlow 1 Business Case/002 Business Case Outlining the Solution_en.vtt | 2.19 KB |
| 55 - Appendix Deep Learning - TensorFlow 1 Business Case/003 Audiobooks-data.csv | 710.77 KB |
| 55 - Appendix Deep Learning - TensorFlow 1 Business Case/003 The Importance of Working with a Balanced Dataset.mp4 | 21.60 MB |
| 55 - Appendix Deep Learning - TensorFlow 1 Business Case/003 The Importance of Working with a Balanced Dataset_en.vtt | 4.11 KB |
| 55 - Appendix Deep Learning - TensorFlow 1 Business Case/004 Audiobooks-data.csv | 710.77 KB |
| 55 - Appendix Deep Learning - TensorFlow 1 Business Case/004 Business Case Preprocessing.mp4 | 74.39 MB |
| 55 - Appendix Deep Learning - TensorFlow 1 Business Case/004 Business Case Preprocessing_en.vtt | 11.75 KB |
| 55 - Appendix Deep Learning - TensorFlow 1 Business Case/004 TensorFlow-Audiobooks-Preprocessing-with-comments.ipynb | 11.19 KB |
| 55 - Appendix Deep Learning - TensorFlow 1 Business Case/004 TensorFlow-Audiobooks-Preprocessing.ipynb | 5.58 KB |
| 55 - Appendix Deep Learning - TensorFlow 1 Business Case/005 Audiobooks-data.csv | 710.77 KB |
| 55 - Appendix Deep Learning - TensorFlow 1 Business Case/005 Business Case Preprocessing Exercise.html | 379 bytes |
| 55 - Appendix Deep Learning - TensorFlow 1 Business Case/005 TensorFlow-Audiobooks-Preprocessing-Exercise-Solution.ipynb | 10.03 KB |
| 55 - Appendix Deep Learning - TensorFlow 1 Business Case/005 TensorFlow-Audiobooks-Preprocessing-Exercise.ipynb | 8.60 KB |
| 55 - Appendix Deep Learning - TensorFlow 1 Business Case/006 Creating a Data Provider.mp4 | 56.23 MB |
| 55 - Appendix Deep Learning - TensorFlow 1 Business Case/006 Creating a Data Provider_en.vtt | 6.84 KB |
| 55 - Appendix Deep Learning - TensorFlow 1 Business Case/007 Business Case Model Outline.mp4 | 42.48 MB |
| 55 - Appendix Deep Learning - TensorFlow 1 Business Case/007 Business Case Model Outline_en.vtt | 6.19 KB |
| 55 - Appendix Deep Learning - TensorFlow 1 Business Case/007 TensorFlow-Audiobooks-Outlining-the-model-with-comments.ipynb | 10.34 KB |
| 55 - Appendix Deep Learning - TensorFlow 1 Business Case/007 TensorFlow-Audiobooks-Outlining-the-model.ipynb | 9.36 KB |
| 55 - Appendix Deep Learning - TensorFlow 1 Business Case/008 Business Case Optimization.mp4 | 26.95 MB |
| 55 - Appendix Deep Learning - TensorFlow 1 Business Case/008 Business Case Optimization_en.vtt | 5.69 KB |
| 55 - Appendix Deep Learning - TensorFlow 1 Business Case/008 TensorFlow-Audiobooks-optimizing-the-algorithm-with-comments.ipynb | 12.73 KB |
| 55 - Appendix Deep Learning - TensorFlow 1 Business Case/008 TensorFlow-Audiobooks-optimizing-the-algorithm.ipynb | 10.64 KB |
| 55 - Appendix Deep Learning - TensorFlow 1 Business Case/009 Business Case Interpretation.mp4 | 18.59 MB |
| 55 - Appendix Deep Learning - TensorFlow 1 Business Case/009 Business Case Interpretation_en.vtt | 2.58 KB |
| 55 - Appendix Deep Learning - TensorFlow 1 Business Case/009 TensorFlow-Audiobooks-optimizing-the-algorithm-with-comments.ipynb | 12.73 KB |
| 55 - Appendix Deep Learning - TensorFlow 1 Business Case/009 TensorFlow-Audiobooks-optimizing-the-algorithm.ipynb | 10.64 KB |
| 55 - Appendix Deep Learning - TensorFlow 1 Business Case/010 Business Case Testing the Model.mp4 | 4.39 MB |
| 55 - Appendix Deep Learning - TensorFlow 1 Business Case/010 Business Case Testing the Model_en.vtt | 2.36 KB |
| 55 - Appendix Deep Learning - TensorFlow 1 Business Case/011 Audiobooks-data.csv | 710.77 KB |
| 55 - Appendix Deep Learning - TensorFlow 1 Business Case/011 Business Case A Comment on the Homework.mp4 | 19.64 MB |
| 55 - Appendix Deep Learning - TensorFlow 1 Business Case/011 Business Case A Comment on the Homework_en.vtt | 4.64 KB |
| 55 - Appendix Deep Learning - TensorFlow 1 Business Case/011 TensorFlow-Audiobooks-Machine-learning-Homework.ipynb | 14.40 KB |
| 55 - Appendix Deep Learning - TensorFlow 1 Business Case/011 TensorFlow-Audiobooks-Preprocessing-with-comments.ipynb | 11.19 KB |
| 55 - Appendix Deep Learning - TensorFlow 1 Business Case/012 Audiobooks-data.csv | 710.77 KB |
| 55 - Appendix Deep Learning - TensorFlow 1 Business Case/012 Business Case Final Exercise.html | 441 bytes |
| 55 - Appendix Deep Learning - TensorFlow 1 Business Case/012 TensorFlow-Audiobooks-Machine-learning-Homework.ipynb | 14.40 KB |
| 55 - Appendix Deep Learning - TensorFlow 1 Business Case/012 TensorFlow-Audiobooks-Preprocessing-with-comments.ipynb | 11.19 KB |
| 56 - Software Integration/001 What are Data, Servers, Clients, Requests, and Responses.mp4 | 19.17 MB |
| 56 - Software Integration/001 What are Data, Servers, Clients, Requests, and Responses_en.vtt | 5.21 KB |
| 56 - Software Integration/002 What are Data Connectivity, APIs, and Endpoints.mp4 | 58.83 MB |
| 56 - Software Integration/002 What are Data Connectivity, APIs, and Endpoints_en.vtt | 7.55 KB |
| 56 - Software Integration/003 Taking a Closer Look at APIs.mp4 | 65.29 MB |
| 56 - Software Integration/003 Taking a Closer Look at APIs_en.vtt | 9.31 KB |
| 56 - Software Integration/004 Communication between Software Products through Text Files.mp4 | 17.26 MB |
| 56 - Software Integration/004 Communication between Software Products through Text Files_en.vtt | 4.84 KB |
| 56 - Software Integration/005 Software Integration - Explained.mp4 | 41.99 MB |
| 56 - Software Integration/005 Software Integration - Explained_en.vtt | 6.03 KB |
| 57 - Case Study - What's Next in the Course/001 Game Plan for this Python, SQL, and Tableau Business Exercise.mp4 | 15.80 MB |
| 57 - Case Study - What's Next in the Course/001 Game Plan for this Python, SQL, and Tableau Business Exercise_en.vtt | 4.86 KB |
| 57 - Case Study - What's Next in the Course/002 The Business Task.mp4 | 11.08 MB |
| 57 - Case Study - What's Next in the Course/002 The Business Task_en.vtt | 3.29 KB |
| 57 - Case Study - What's Next in the Course/003 Introducing the Data Set.mp4 | 15.29 MB |
| 57 - Case Study - What's Next in the Course/003 Introducing the Data Set_en.vtt | 3.65 KB |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/001 Absenteeism-data.csv | 32.05 KB |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/001 What to Expect from the Following Sections.html | 2.43 KB |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/001 data-preprocessing-homework.pdf | 134.47 KB |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/001 df-preprocessed.csv | 29.11 KB |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/002 Importing the Absenteeism Data in Python.mp4 | 18.03 MB |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/002 Importing the Absenteeism Data in Python_en.vtt | 3.42 KB |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/003 Checking the Content of the Data Set.mp4 | 54.27 MB |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/003 Checking the Content of the Data Set_en.vtt | 6.22 KB |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/004 Introduction to Terms with Multiple Meanings.mp4 | 18.04 MB |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/004 Introduction to Terms with Multiple Meanings_en.vtt | 3.63 KB |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/005 What's Regression Analysis - a Quick Refresher.html | 2.80 KB |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/006 Using a Statistical Approach towards the Solution to the Exercise.mp4 | 9.90 MB |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/006 Using a Statistical Approach towards the Solution to the Exercise_en.vtt | 2.55 KB |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/007 Dropping a Column from a DataFrame in Python.mp4 | 41.30 MB |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/007 Dropping a Column from a DataFrame in Python_en.vtt | 6.79 KB |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/008 EXERCISE - Dropping a Column from a DataFrame in Python.html | 864 bytes |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/009 SOLUTION - Dropping a Column from a DataFrame in Python.html | 114 bytes |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/010 Analyzing the Reasons for Absence.mp4 | 27.63 MB |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/010 Analyzing the Reasons for Absence_en.vtt | 5.39 KB |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/011 Obtaining Dummies from a Single Feature.mp4 | 63.77 MB |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/011 Obtaining Dummies from a Single Feature_en.vtt | 9.05 KB |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/012 EXERCISE - Obtaining Dummies from a Single Feature.html | 123 bytes |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/013 SOLUTION - Obtaining Dummies from a Single Feature.html | 117 bytes |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/014 Dropping a Dummy Variable from the Data Set.html | 2.31 KB |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/015 More on Dummy Variables A Statistical Perspective.mp4 | 5.82 MB |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/015 More on Dummy Variables A Statistical Perspective_en.vtt | 1.53 KB |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/016 Classifying the Various Reasons for Absence.mp4 | 51.32 MB |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/016 Classifying the Various Reasons for Absence_en.vtt | 8.84 KB |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/017 Using .concat() in Python.mp4 | 19.77 MB |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/017 Using .concat() in Python_en.vtt | 4.55 KB |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/018 EXERCISE - Using .concat() in Python.html | 189 bytes |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/019 SOLUTION - Using .concat() in Python.html | 143 bytes |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/020 Reordering Columns in a Pandas DataFrame in Python.mp4 | 7.18 MB |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/020 Reordering Columns in a Pandas DataFrame in Python_en.vtt | 1.65 KB |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/021 EXERCISE - Reordering Columns in a Pandas DataFrame in Python.html | 161 bytes |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/022 SOLUTION - Reordering Columns in a Pandas DataFrame in Python.html | 478 bytes |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/023 Absenteeism-Exercise-Preprocessing-df-reason-mod.ipynb | 4.82 KB |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/023 Creating Checkpoints while Coding in Jupyter.mp4 | 17.34 MB |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/023 Creating Checkpoints while Coding in Jupyter_en.vtt | 3.26 KB |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/024 EXERCISE - Creating Checkpoints while Coding in Jupyter.html | 137 bytes |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/025 SOLUTION - Creating Checkpoints while Coding in Jupyter.html | 118 bytes |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/026 Analyzing the Dates from the Initial Data Set.mp4 | 40.13 MB |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/026 Analyzing the Dates from the Initial Data Set_en.vtt | 7.55 KB |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/027 Extracting the Month Value from the Date Column.mp4 | 38.91 MB |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/027 Extracting the Month Value from the Date Column_en.vtt | 6.93 KB |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/028 Extracting the Day of the Week from the Date Column.mp4 | 9.12 MB |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/028 Extracting the Day of the Week from the Date Column_en.vtt | 3.87 KB |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/029 Absenteeism-Exercise-Preprocessing-ChP-df-date-reason-mod.ipynb | 7.33 KB |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/029 Absenteeism-Exercise-Preprocessing-LECTURES.ipynb | 7.60 MB |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/029 Absenteeism-Exercise-Removing-the-Date-Column-SOLUTION.ipynb | 8.33 KB |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/029 EXERCISE - Removing the Date Column.html | 1.14 KB |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/030 Analyzing Several Straightforward Columns for this Exercise.mp4 | 12.23 MB |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/030 Analyzing Several Straightforward Columns for this Exercise_en.vtt | 3.89 KB |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/031 Working on Education, Children, and Pets.mp4 | 19.69 MB |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/031 Working on Education, Children, and Pets_en.vtt | 4.98 KB |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/032 Absenteeism-Exercise-EXERCISES-and-SOLUTIONS.ipynb | 4.13 KB |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/032 Absenteeism-Exercise-Preprocessing-df-preprocessed.ipynb | 8.51 KB |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/032 Final Remarks of this Section.mp4 | 17.04 MB |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/032 Final Remarks of this Section_en.vtt | 2.23 KB |
| 58 - Case Study - Preprocessing the 'Absenteeism_data'/033 A Note on Exporting Your Data as a .csv File.html | 880 bytes |
| 59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/001 Absenteeism-preprocessed.csv | 29.13 KB |
| 59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/001 Exploring the Problem with a Machine Learning Mindset.mp4 | 11.08 MB |
| 59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/001 Exploring the Problem with a Machine Learning Mindset_en.vtt | 4.07 KB |
| 59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/002 Creating the Targets for the Logistic Regression.mp4 | 32.50 MB |
| 59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/002 Creating the Targets for the Logistic Regression_en.vtt | 7.51 KB |
| 59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/003 Selecting the Inputs for the Logistic Regression.mp4 | 9.81 MB |
| 59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/003 Selecting the Inputs for the Logistic Regression_en.vtt | 2.99 KB |
| 59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/004 Standardizing the Data.mp4 | 15.14 MB |
| 59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/004 Standardizing the Data_en.vtt | 3.67 KB |
| 59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/005 Splitting the Data for Training and Testing.mp4 | 36.12 MB |
| 59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/005 Splitting the Data for Training and Testing_en.vtt | 7.40 KB |
| 59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/006 Fitting the Model and Assessing its Accuracy.mp4 | 35.29 MB |
| 59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/006 Fitting the Model and Assessing its Accuracy_en.vtt | 6.35 KB |
| 59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/007 Creating a Summary Table with the Coefficients and Intercept.mp4 | 26.98 MB |
| 59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/007 Creating a Summary Table with the Coefficients and Intercept_en.vtt | 5.81 KB |
| 59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/008 Interpreting the Coefficients for Our Problem.mp4 | 34.40 MB |
| 59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/008 Interpreting the Coefficients for Our Problem_en.vtt | 7.06 KB |
| 59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/009 Logistic-Regression-prior-to-Custom-Scaler.url | 182 bytes |
| 59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/009 Standardizing only the Numerical Variables (Creating a Custom Scaler).mp4 | 28.02 MB |
| 59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/009 Standardizing only the Numerical Variables (Creating a Custom Scaler)_en.vtt | 4.40 KB |
| 59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/010 Interpreting the Coefficients of the Logistic Regression.mp4 | 15.22 MB |
| 59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/010 Interpreting the Coefficients of the Logistic Regression_en.vtt | 6.40 KB |
| 59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/011 Backward Elimination or How to Simplify Your Model.mp4 | 31.96 MB |
| 59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/011 Backward Elimination or How to Simplify Your Model_en.vtt | 4.58 KB |
| 59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/011 Logistic-Regression-prior-to-Backward-Elimination.url | 189 bytes |
| 59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/012 Testing the Model We Created.mp4 | 31.63 MB |
| 59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/012 Testing the Model We Created_en.vtt | 5.72 KB |
| 59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/013 Saving the Model and Preparing it for Deployment.mp4 | 25.52 MB |
| 59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/013 Saving the Model and Preparing it for Deployment_en.vtt | 4.96 KB |
| 59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/014 ARTICLE - A Note on 'pickling'.html | 2.11 KB |
| 59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/015 EXERCISE - Saving the Model (and Scaler).html | 284 bytes |
| 59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/015 Logistic-Regression-with-Comments.url | 173 bytes |
| 59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/015 Logistic-Regression.url | 159 bytes |
| 59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/016 Preparing the Deployment of the Model through a Module.mp4 | 28.57 MB |
| 59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/016 Preparing the Deployment of the Model through a Module_en.vtt | 4.84 KB |
| 59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/[CourseClub.Me].url | 122 bytes |
| 59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/[GigaCourse.Com].url | 49 bytes |
| 59 - Case Study - Applying Machine Learning to Create the 'absenteeism_module'/external-links.txt | 790 bytes |
| 60 - Case Study - Loading the 'absenteeism_module'/001 Absenteeism-Exercise-Integration.ipynb | 62.35 KB |
| 60 - Case Study - Loading the 'absenteeism_module'/001 Absenteeism-new-data.csv | 1.87 KB |
| 60 - Case Study - Loading the 'absenteeism_module'/001 Are You Sure You're All Set.html | 513 bytes |
| 60 - Case Study - Loading the 'absenteeism_module'/001 absenteeism-module.py | 6.62 KB |
| 60 - Case Study - Loading the 'absenteeism_module'/001 model | 1.01 KB |
| 60 - Case Study - Loading the 'absenteeism_module'/001 scaler | 1.86 KB |
| 60 - Case Study - Loading the 'absenteeism_module'/002 Deploying the 'absenteeism_module' - Part I.mp4 | 16.93 MB |
| 60 - Case Study - Loading the 'absenteeism_module'/002 Deploying the 'absenteeism_module' - Part I_en.vtt | 4.27 KB |
| 60 - Case Study - Loading the 'absenteeism_module'/003 Deploying the 'absenteeism_module' - Part II.mp4 | 25.99 MB |
| 60 - Case Study - Loading the 'absenteeism_module'/003 Deploying the 'absenteeism_module' - Part II_en.vtt | 6.76 KB |
| 60 - Case Study - Loading the 'absenteeism_module'/004 Absenteeism-Exercise-Deploying-the-absenteeism-module.ipynb | 973 bytes |
| 60 - Case Study - Loading the 'absenteeism_module'/004 Exporting the Obtained Data Set as a .csv.html | 964 bytes |
| 61 - Case Study - Analyzing the Predicted Outputs in Tableau/001 Absenteeism-predictions.csv | 2.10 KB |
| 61 - Case Study - Analyzing the Predicted Outputs in Tableau/001 EXERCISE - Age vs Probability.html | 367 bytes |
| 61 - Case Study - Analyzing the Predicted Outputs in Tableau/002 Absenteeism-predictions.csv | 2.10 KB |
| 61 - Case Study - Analyzing the Predicted Outputs in Tableau/002 Analyzing Age vs Probability in Tableau.mp4 | 38.69 MB |
| 61 - Case Study - Analyzing the Predicted Outputs in Tableau/002 Analyzing Age vs Probability in Tableau_en.vtt | 8.91 KB |
| 61 - Case Study - Analyzing the Predicted Outputs in Tableau/003 EXERCISE - Reasons vs Probability.html | 385 bytes |
| 61 - Case Study - Analyzing the Predicted Outputs in Tableau/004 Analyzing Reasons vs Probability in Tableau.mp4 | 40.24 MB |
| 61 - Case Study - Analyzing the Predicted Outputs in Tableau/004 Analyzing Reasons vs Probability in Tableau_en.vtt | 8.49 KB |
| 61 - Case Study - Analyzing the Predicted Outputs in Tableau/005 EXERCISE - Transportation Expense vs Probability.html | 529 bytes |
| 61 - Case Study - Analyzing the Predicted Outputs in Tableau/006 Analyzing Transportation Expense vs Probability in Tableau.mp4 | 16.48 MB |
| 61 - Case Study - Analyzing the Predicted Outputs in Tableau/006 Analyzing Transportation Expense vs Probability in Tableau_en.vtt | 6.45 KB |
| 62 - Appendix - Additional Python Tools/001 Additional-Python-Tools-Exercises.ipynb | 11.37 KB |
| 62 - Appendix - Additional Python Tools/001 Additional-Python-Tools-Lectures.ipynb | 13.47 KB |
| 62 - Appendix - Additional Python Tools/001 Additional-Python-Tools-Solutions.ipynb | 25.49 KB |
| 62 - Appendix - Additional Python Tools/001 Using the .format() Method.mp4 | 21.66 MB |
| 62 - Appendix - Additional Python Tools/001 Using the .format() Method_en.vtt | 10.80 KB |
| 62 - Appendix - Additional Python Tools/002 Iterating Over Range Objects.mp4 | 11.07 MB |
| 62 - Appendix - Additional Python Tools/002 Iterating Over Range Objects_en.vtt | 5.30 KB |
| 62 - Appendix - Additional Python Tools/003 Introduction to Nested For Loops.mp4 | 12.26 MB |
| 62 - Appendix - Additional Python Tools/003 Introduction to Nested For Loops_en.vtt | 7.30 KB |
| 62 - Appendix - Additional Python Tools/004 Triple Nested For Loops.mp4 | 19.40 MB |
| 62 - Appendix - Additional Python Tools/004 Triple Nested For Loops_en.vtt | 7.05 KB |
| 62 - Appendix - Additional Python Tools/005 List Comprehensions.mp4 | 43.23 MB |
| 62 - Appendix - Additional Python Tools/005 List Comprehensions_en.vtt | 10.85 KB |
| 62 - Appendix - Additional Python Tools/006 Additional-Python-Tools-Exercises.ipynb | 11.37 KB |
| 62 - Appendix - Additional Python Tools/006 Additional-Python-Tools-Lectures.ipynb | 13.47 KB |
| 62 - Appendix - Additional Python Tools/006 Additional-Python-Tools-Solutions.ipynb | 25.49 KB |
| 62 - Appendix - Additional Python Tools/006 Anonymous (Lambda) Functions.mp4 | 33.71 MB |
| 62 - Appendix - Additional Python Tools/006 Anonymous (Lambda) Functions_en.vtt | 8.75 KB |
| 63 - Appendix - pandas Fundamentals/001 Introduction to pandas Series.mp4 | 22.22 MB |
| 63 - Appendix - pandas Fundamentals/001 Introduction to pandas Series_en.vtt | 9.33 KB |
| 63 - Appendix - pandas Fundamentals/001 Lending-company.csv | 112.43 KB |
| 63 - Appendix - pandas Fundamentals/001 Location.csv | 13.49 KB |
| 63 - Appendix - pandas Fundamentals/001 Region.csv | 10.22 KB |
| 63 - Appendix - pandas Fundamentals/001 Sales-products.csv | 152.28 KB |
| 63 - Appendix - pandas Fundamentals/001 pandas-Fundamentals-Exercises.ipynb | 30.83 KB |
| 63 - Appendix - pandas Fundamentals/001 pandas-Fundamentals-Lectures.ipynb | 21.31 KB |
| 63 - Appendix - pandas Fundamentals/001 pandas-Fundamentals-Solutions.ipynb | 118.33 KB |
| 63 - Appendix - pandas Fundamentals/002 Working with Methods in Python - Part I.mp4 | 16.80 MB |
| 63 - Appendix - pandas Fundamentals/002 Working with Methods in Python - Part I_en.vtt | 6.09 KB |
| 63 - Appendix - pandas Fundamentals/003 Working with Methods in Python - Part II.mp4 | 8.99 MB |
| 63 - Appendix - pandas Fundamentals/003 Working with Methods in Python - Part II_en.vtt | 3.19 KB |
| 63 - Appendix - pandas Fundamentals/004 Parameters and Arguments in pandas.mp4 | 15.45 MB |
| 63 - Appendix - pandas Fundamentals/004 Parameters and Arguments in pandas_en.vtt | 4.89 KB |
| 63 - Appendix - pandas Fundamentals/005 Using .unique() and .nunique().mp4 | 26.33 MB |
| 63 - Appendix - pandas Fundamentals/005 Using .unique() and .nunique()_en.vtt | 4.91 KB |
| 63 - Appendix - pandas Fundamentals/006 Using .sort_values().mp4 | 13.20 MB |
| 63 - Appendix - pandas Fundamentals/006 Using .sort_values()_en.vtt | 4.87 KB |
| 63 - Appendix - pandas Fundamentals/007 Introduction to pandas DataFrames - Part I.mp4 | 10.60 MB |
| 63 - Appendix - pandas Fundamentals/007 Introduction to pandas DataFrames - Part I_en.vtt | 6.22 KB |
| 63 - Appendix - pandas Fundamentals/008 Introduction to pandas DataFrames - Part II.mp4 | 17.83 MB |
| 63 - Appendix - pandas Fundamentals/008 Introduction to pandas DataFrames - Part II_en.vtt | 6.70 KB |
| 63 - Appendix - pandas Fundamentals/009 pandas DataFrames - Common Attributes.mp4 | 29.80 MB |
| 63 - Appendix - pandas Fundamentals/009 pandas DataFrames - Common Attributes_en.vtt | 5.52 KB |
| 63 - Appendix - pandas Fundamentals/010 Data Selection in pandas DataFrames.mp4 | 37.28 MB |
| 63 - Appendix - pandas Fundamentals/010 Data Selection in pandas DataFrames_en.vtt | 8.81 KB |
| 63 - Appendix - pandas Fundamentals/011 pandas DataFrames - Indexing with .iloc[].mp4 | 23.54 MB |
| 63 - Appendix - pandas Fundamentals/011 pandas DataFrames - Indexing with .iloc[]_en.vtt | 7.09 KB |
| 63 - Appendix - pandas Fundamentals/012 Lending-company.csv | 112.43 KB |
| 63 - Appendix - pandas Fundamentals/012 Location.csv | 13.49 KB |
| 63 - Appendix - pandas Fundamentals/012 Region.csv | 10.22 KB |
| 63 - Appendix - pandas Fundamentals/012 Sales-products.csv | 152.28 KB |
| 63 - Appendix - pandas Fundamentals/012 pandas DataFrames - Indexing with .loc[].mp4 | 20.72 MB |
| 63 - Appendix - pandas Fundamentals/012 pandas DataFrames - Indexing with .loc[]_en.vtt | 4.81 KB |
| 63 - Appendix - pandas Fundamentals/012 pandas-Fundamentals-Exercises.ipynb | 30.83 KB |
| 63 - Appendix - pandas Fundamentals/012 pandas-Fundamentals-Lectures.ipynb | 21.31 KB |
| 63 - Appendix - pandas Fundamentals/012 pandas-Fundamentals-Solutions.ipynb | 118.33 KB |
| 64 - Bonus Lecture/001 365-Data-Science-Data-Science-Interview-Questions-Guide.pdf | 15.56 MB |
| 64 - Bonus Lecture/001 Bonus Lecture Next Steps.html | 2.84 KB |
| [CourseClub.Me].url | 122 bytes |
| [GigaCourse.Com].url | 49 bytes |
