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16 Statistics - Practical Example_ Descriptive Statistics/093 Practical Example_ Descriptive Statistics.mp4 160.46 MB
01 Part 1_ Introduction/001 A Practical Example_ What You Will Learn in This Course.mp4 49.03 MB
01 Part 1_ Introduction/002 What Does the Course Cover.en.srt 5.26 KB
01 Part 1_ Introduction/002 What Does the Course Cover.mp4 62.25 MB
01 Part 1_ Introduction/003 Download All Resources and Important FAQ.html 22.58 KB
01 Part 1_ Introduction/003 FAQ-The-Data-Science-Course.pdf 306.1 KB
01 Part 1_ Introduction/external-assets-links.txt 105 B
02 The Field of Data Science - The Various Data Science Disciplines/004 Data Science and Business Buzzwords_ Why are there so Many_.en.srt 6.87 KB
02 The Field of Data Science - The Various Data Science Disciplines/004 Data Science and Business Buzzwords_ Why are there so Many_.mp4 81.41 MB
02 The Field of Data Science - The Various Data Science Disciplines/005 What is the difference between Analysis and Analytics.en.srt 5.28 KB
02 The Field of Data Science - The Various Data Science Disciplines/005 What is the difference between Analysis and Analytics.mp4 53.55 MB
02 The Field of Data Science - The Various Data Science Disciplines/006 365-DataScience-Diagram.pdf 323.08 KB
02 The Field of Data Science - The Various Data Science Disciplines/006 Business Analytics, Data Analytics, and Data Science_ An Introduction.en.srt 11.05 KB
02 The Field of Data Science - The Various Data Science Disciplines/006 Business Analytics, Data Analytics, and Data Science_ An Introduction.mp4 64.51 MB
02 The Field of Data Science - The Various Data Science Disciplines/007 365-DataScience-Diagram.pdf 323.08 KB
02 The Field of Data Science - The Various Data Science Disciplines/007 365-DataScience.png 6.92 MB
02 The Field of Data Science - The Various Data Science Disciplines/007 Continuing with BI, ML, and AI.en.srt 12.32 KB
02 The Field of Data Science - The Various Data Science Disciplines/007 Continuing with BI, ML, and AI.mp4 108.98 MB
02 The Field of Data Science - The Various Data Science Disciplines/008 365-DataScience.png 6.92 MB
02 The Field of Data Science - The Various Data Science Disciplines/008 A Breakdown of our Data Science Infographic.en.srt 5.31 KB
02 The Field of Data Science - The Various Data Science Disciplines/008 A Breakdown of our Data Science Infographic.mp4 67.74 MB
03 The Field of Data Science - Connecting the Data Science Disciplines/009 Applying Traditional Data, Big Data, BI, Traditional Data Science and ML.en.srt 9.33 KB
03 The Field of Data Science - Connecting the Data Science Disciplines/009 Applying Traditional Data, Big Data, BI, Traditional Data Science and ML.mp4 126.87 MB
04 The Field of Data Science - The Benefits of Each Discipline/010 The Reason Behind These Disciplines.en.srt 6.75 KB
04 The Field of Data Science - The Benefits of Each Discipline/010 The Reason Behind These Disciplines.mp4 81.18 MB
05 The Field of Data Science - Popular Data Science Techniques/011 Techniques for Working with Traditional Data.en.srt 11.03 KB
05 The Field of Data Science - Popular Data Science Techniques/011 Techniques for Working with Traditional Data.mp4 138.3 MB
05 The Field of Data Science - Popular Data Science Techniques/012 Real Life Examples of Traditional Data.en.srt 2.33 KB
05 The Field of Data Science - Popular Data Science Techniques/012 Real Life Examples of Traditional Data.mp4 29.93 MB
05 The Field of Data Science - Popular Data Science Techniques/013 Techniques for Working with Big Data.en.srt 5.89 KB
05 The Field of Data Science - Popular Data Science Techniques/013 Techniques for Working with Big Data.mp4 75.5 MB
05 The Field of Data Science - Popular Data Science Techniques/014 Real Life Examples of Big Data.en.srt 1.96 KB
05 The Field of Data Science - Popular Data Science Techniques/014 Real Life Examples of Big Data.mp4 22.03 MB
05 The Field of Data Science - Popular Data Science Techniques/015 Business Intelligence (BI) Techniques.en.srt 8.96 KB
05 The Field of Data Science - Popular Data Science Techniques/015 Business Intelligence (BI) Techniques.mp4 89.94 MB
05 The Field of Data Science - Popular Data Science Techniques/016 Real Life Examples of Business Intelligence (BI).en.srt 2.21 KB
05 The Field of Data Science - Popular Data Science Techniques/016 Real Life Examples of Business Intelligence (BI).mp4 29.54 MB
05 The Field of Data Science - Popular Data Science Techniques/017 Techniques for Working with Traditional Methods.en.srt 11.41 KB
05 The Field of Data Science - Popular Data Science Techniques/017 Techniques for Working with Traditional Methods.mp4 111.65 MB
05 The Field of Data Science - Popular Data Science Techniques/018 Real Life Examples of Traditional Methods.en.srt 3.72 KB
05 The Field of Data Science - Popular Data Science Techniques/018 Real Life Examples of Traditional Methods.mp4 42.78 MB
05 The Field of Data Science - Popular Data Science Techniques/019 Machine Learning (ML) Techniques.en.srt 9.07 KB
05 The Field of Data Science - Popular Data Science Techniques/019 Machine Learning (ML) Techniques.mp4 99.32 MB
05 The Field of Data Science - Popular Data Science Techniques/020 Types of Machine Learning.en.srt 10.91 KB
05 The Field of Data Science - Popular Data Science Techniques/020 Types of Machine Learning.mp4 125.14 MB
05 The Field of Data Science - Popular Data Science Techniques/021 Real Life Examples of Machine Learning (ML).en.srt 3.01 KB
05 The Field of Data Science - Popular Data Science Techniques/021 Real Life Examples of Machine Learning (ML).mp4 36.81 MB
06 The Field of Data Science - Popular Data Science Tools/022 Necessary Programming Languages and Software Used in Data Science.en.srt 7.57 KB
06 The Field of Data Science - Popular Data Science Tools/022 Necessary Programming Languages and Software Used in Data Science.mp4 103.51 MB
07 The Field of Data Science - Careers in Data Science/023 Finding the Job - What to Expect and What to Look for.en.srt 4.67 KB
07 The Field of Data Science - Careers in Data Science/023 Finding the Job - What to Expect and What to Look for.mp4 54.38 MB
08 The Field of Data Science - Debunking Common Misconceptions/024 Debunking Common Misconceptions.en.srt 5.49 KB
08 The Field of Data Science - Debunking Common Misconceptions/024 Debunking Common Misconceptions.mp4 72.85 MB
09 Part 2_ Probability/025 Course-Notes-Basic-Probability.pdf 371.05 KB
09 Part 2_ Probability/025 The Basic Probability Formula.en.srt 9.24 KB
09 Part 2_ Probability/025 The Basic Probability Formula.mp4 85.91 MB
09 Part 2_ Probability/026 Computing Expected Values.en.srt 6.93 KB
09 Part 2_ Probability/026 Computing Expected Values.mp4 75.68 MB
09 Part 2_ Probability/027 Frequency.en.srt 6.65 KB
09 Part 2_ Probability/027 Frequency.mp4 61.73 MB
09 Part 2_ Probability/028 Events and Their Complements.en.srt 6.95 KB
09 Part 2_ Probability/028 Events and Their Complements.mp4 59.15 MB
10 Probability - Combinatorics/029 Course-Notes-Combinatorics.pdf 226.12 KB
10 Probability - Combinatorics/029 Fundamentals of Combinatorics.en.srt 1.35 KB
10 Probability - Combinatorics/029 Fundamentals of Combinatorics.mp4 16.21 MB
10 Probability - Combinatorics/030 Permutations and How to Use Them.en.srt 4.22 KB
10 Probability - Combinatorics/030 Permutations and How to Use Them.mp4 42.72 MB
10 Probability - Combinatorics/031 Simple Operations with Factorials.en.srt 3.38 KB
10 Probability - Combinatorics/031 Simple Operations with Factorials.mp4 36.11 MB
10 Probability - Combinatorics/032 Solving Variations with Repetition.en.srt 3.59 KB
10 Probability - Combinatorics/032 Solving Variations with Repetition.mp4 34 MB
10 Probability - Combinatorics/033 Solving Variations without Repetition.en.srt 4.7 KB
10 Probability - Combinatorics/033 Solving Variations without Repetition.mp4 43.14 MB
10 Probability - Combinatorics/034 Combinations-With-Repetition.pdf 207.41 KB
10 Probability - Combinatorics/034 Solving Combinations.en.srt 5.8 KB
10 Probability - Combinatorics/034 Solving Combinations.mp4 57.34 MB
10 Probability - Combinatorics/035 Symmetry of Combinations.en.srt 4.46 KB
10 Probability - Combinatorics/035 Symmetry of Combinations.mp4 40.3 MB
10 Probability - Combinatorics/035 Symmetry-Explained.pdf 85.04 KB
10 Probability - Combinatorics/036 Solving Combinations with Separate Sample Spaces.en.srt 3.87 KB
10 Probability - Combinatorics/036 Solving Combinations with Separate Sample Spaces.mp4 33.15 MB
10 Probability - Combinatorics/037 Combinatorics in Real-Life_ The Lottery.en.srt 4.31 KB
10 Probability - Combinatorics/037 Combinatorics in Real-Life_ The Lottery.mp4 41.29 MB
10 Probability - Combinatorics/038 A Recap of Combinatorics.en.srt 3.87 KB
10 Probability - Combinatorics/038 A Recap of Combinatorics.mp4 38.49 MB
10 Probability - Combinatorics/039 A Practical Example of Combinatorics.en.srt 14.45 KB
10 Probability - Combinatorics/039 A Practical Example of Combinatorics.mp4 134.31 MB
10 Probability - Combinatorics/039 Additional-Exercises-Combinatorics-Solutions.pdf 245.67 KB
10 Probability - Combinatorics/039 Additional-Exercises-Combinatorics.pdf 106.58 KB
11 Probability - Bayesian Inference/040 Course-Notes-Bayesian-Inference.pdf 386.01 KB
11 Probability - Bayesian Inference/040 Sets and Events.en.srt 5.24 KB
11 Probability - Bayesian Inference/040 Sets and Events.mp4 53.46 MB
11 Probability - Bayesian Inference/041 Ways Sets Can Interact.en.srt 4.55 KB
11 Probability - Bayesian Inference/041 Ways Sets Can Interact.mp4 47.42 MB
11 Probability - Bayesian Inference/042 Intersection of Sets.en.srt 2.56 KB
11 Probability - Bayesian Inference/042 Intersection of Sets.mp4 26.96 MB
11 Probability - Bayesian Inference/043 Union of Sets.en.srt 5.71 KB
11 Probability - Bayesian Inference/043 Union of Sets.mp4 57.19 MB
11 Probability - Bayesian Inference/044 Mutually Exclusive Sets.en.srt 2.6 KB
11 Probability - Bayesian Inference/044 Mutually Exclusive Sets.mp4 25.39 MB
11 Probability - Bayesian Inference/045 Dependence and Independence of Sets.en.srt 3.59 KB
11 Probability - Bayesian Inference/045 Dependence and Independence of Sets.mp4 34.78 MB
11 Probability - Bayesian Inference/046 The Conditional Probability Formula.en.srt 5.1 KB
11 Probability - Bayesian Inference/046 The Conditional Probability Formula.mp4 45.86 MB
11 Probability - Bayesian Inference/047 The Law of Total Probability.en.srt 3.61 KB
11 Probability - Bayesian Inference/047 The Law of Total Probability.mp4 34.93 MB
11 Probability - Bayesian Inference/048 The Additive Rule.en.srt 2.83 KB
11 Probability - Bayesian Inference/048 The Additive Rule.mp4 26.97 MB
11 Probability - Bayesian Inference/049 The Multiplication Law.en.srt 4.79 KB
11 Probability - Bayesian Inference/049 The Multiplication Law.mp4 49.02 MB
11 Probability - Bayesian Inference/050 Bayes' Law.en.srt 7.45 KB
11 Probability - Bayesian Inference/050 Bayes' Law.mp4 49.93 MB
11 Probability - Bayesian Inference/051 A Practical Example of Bayesian Inference.en.srt 19.98 KB
11 Probability - Bayesian Inference/051 A Practical Example of Bayesian Inference.mp4 145.12 MB
11 Probability - Bayesian Inference/051 Bayesian-Homework-Solutions.pdf 30.35 KB
11 Probability - Bayesian Inference/051 Bayesian-Homework.pdf 27.26 KB
11 Probability - Bayesian Inference/051 CDS-E7-E8-Hamilton.pdf 845.31 KB
12 Probability - Distributions/052 Course-Notes-Probability-Distributions.pdf 463.95 KB
12 Probability - Distributions/052 Fundamentals of Probability Distributions.en.srt 7.8 KB
12 Probability - Distributions/052 Fundamentals of Probability Distributions.mp4 73.4 MB
12 Probability - Distributions/053 Types of Probability Distributions.en.srt 9.62 KB
12 Probability - Distributions/053 Types of Probability Distributions.mp4 71.06 MB
12 Probability - Distributions/054 Characteristics of Discrete Distributions.en.srt 2.55 KB
12 Probability - Distributions/054 Characteristics of Discrete Distributions.mp4 22.7 MB
12 Probability - Distributions/055 Discrete Distributions_ The Uniform Distribution.en.srt 2.83 KB
12 Probability - Distributions/055 Discrete Distributions_ The Uniform Distribution.mp4 24.39 MB
12 Probability - Distributions/056 Discrete Distributions_ The Bernoulli Distribution.en.srt 3.97 KB
12 Probability - Distributions/056 Discrete Distributions_ The Bernoulli Distribution.mp4 34.13 MB
12 Probability - Distributions/057 Discrete Distributions_ The Binomial Distribution.en.srt 8.59 KB
12 Probability - Distributions/057 Discrete Distributions_ The Binomial Distribution.mp4 68.83 MB
12 Probability - Distributions/058 Discrete Distributions_ The Poisson Distribution.en.srt 6.8 KB
12 Probability - Distributions/058 Discrete Distributions_ The Poisson Distribution.mp4 55.75 MB
12 Probability - Distributions/058 Poisson-Expected-Value-and-Variance.pdf 145.99 KB
12 Probability - Distributions/059 Characteristics of Continuous Distributions.en.srt 8.97 KB
12 Probability - Distributions/059 Characteristics of Continuous Distributions.mp4 84.12 MB
12 Probability - Distributions/059 Solving-Integrals.pdf 343.85 KB
12 Probability - Distributions/060 Continuous Distributions_ The Normal Distribution.en.srt 4.94 KB
12 Probability - Distributions/060 Continuous Distributions_ The Normal Distribution.mp4 48.24 MB
12 Probability - Distributions/060 Normal-Distribution-Exp-and-Var.pdf 144.08 KB
12 Probability - Distributions/061 Continuous Distributions_ The Standard Normal Distribution.en.srt 5.46 KB
12 Probability - Distributions/061 Continuous Distributions_ The Standard Normal Distribution.mp4 47.9 MB
12 Probability - Distributions/062 Continuous Distributions_ The Students' T Distribution.en.srt 2.87 KB
12 Probability - Distributions/062 Continuous Distributions_ The Students' T Distribution.mp4 27.18 MB
12 Probability - Distributions/063 Continuous Distributions_ The Chi-Squared Distribution.en.srt 2.85 KB
12 Probability - Distributions/063 Continuous Distributions_ The Chi-Squared Distribution.mp4 26.34 MB
12 Probability - Distributions/064 Continuous Distributions_ The Exponential Distribution.en.srt 4.28 KB
12 Probability - Distributions/064 Continuous Distributions_ The Exponential Distribution.mp4 40.23 MB
12 Probability - Distributions/065 Continuous Distributions_ The Logistic Distribution.en.srt 5.2 KB
12 Probability - Distributions/065 Continuous Distributions_ The Logistic Distribution.mp4 47.05 MB
12 Probability - Distributions/066 A Practical Example of Probability Distributions.en.srt 20.63 KB
12 Probability - Distributions/066 A Practical Example of Probability Distributions.mp4 157.82 MB
12 Probability - Distributions/066 Customers-Membership-post.xlsx 15.62 KB
12 Probability - Distributions/066 Customers-Membership.xlsx 9.69 KB
12 Probability - Distributions/066 Daily-Views-post.xlsx 20.21 KB
12 Probability - Distributions/066 Daily-Views.xlsx 9.53 KB
12 Probability - Distributions/066 FIFA19-post.csv 8.64 MB
12 Probability - Distributions/066 FIFA19.csv 8.64 MB
13 Probability - Probability in Other Fields/067 Probability in Finance.en.srt 10.18 KB
13 Probability - Probability in Other Fields/067 Probability in Finance.mp4 99.06 MB
13 Probability - Probability in Other Fields/067 Probability-in-Finance-Homework.pdf 110.68 KB
13 Probability - Probability in Other Fields/067 Probability-in-Finance-Solutions.pdf 184.46 KB
13 Probability - Probability in Other Fields/068 Probability in Statistics.en.srt 8.73 KB
13 Probability - Probability in Other Fields/068 Probability in Statistics.mp4 77.28 MB
13 Probability - Probability in Other Fields/069 Probability in Data Science.en.srt 6.89 KB
13 Probability - Probability in Other Fields/069 Probability in Data Science.mp4 63.49 MB
13 Probability - Probability in Other Fields/069 Probability-Cheat-Sheet.pdf 320.28 KB
14 Part 3_ Statistics/070 Course-notes-descriptive-statistics.pdf 482.21 KB
14 Part 3_ Statistics/070 Population and Sample.en.srt 5.67 KB
14 Part 3_ Statistics/070 Population and Sample.mp4 58.11 MB
14 Part 3_ Statistics/070 Statistics-Glossary.xlsx 20.26 KB
15 Statistics - Descriptive Statistics/071 Course-notes-descriptive-statistics.pdf 482.21 KB
15 Statistics - Descriptive Statistics/071 Glossary.xlsx 19.97 KB
15 Statistics - Descriptive Statistics/071 Types of Data.en.srt 6.17 KB
15 Statistics - Descriptive Statistics/071 Types of Data.mp4 72.52 MB
15 Statistics - Descriptive Statistics/072 Levels of Measurement.en.srt 4.71 KB
15 Statistics - Descriptive Statistics/072 Levels of Measurement.mp4 54.38 MB
15 Statistics - Descriptive Statistics/073 2.3.Categorical-variables.Visualization-techniques-lesson.xlsx 30.77 KB
15 Statistics - Descriptive Statistics/073 Categorical Variables - Visualization Techniques.en.srt 6.53 KB
15 Statistics - Descriptive Statistics/073 Categorical Variables - Visualization Techniques.mp4 36.64 MB
15 Statistics - Descriptive Statistics/074 2.3.Categorical-variables.Visualization-techniques-exercise-solution.xlsx 41.11 KB
15 Statistics - Descriptive Statistics/074 2.3.Categorical-variables.Visualization-techniques-exercise.xlsx 15.24 KB
15 Statistics - Descriptive Statistics/074 Categorical Variables Exercise.html 986 B
15 Statistics - Descriptive Statistics/074 Statistics-PDF-with-Excel-Solutions-that-dont-visualize-properly.pdf 289.12 KB
15 Statistics - Descriptive Statistics/075 2.4.Numerical-variables.Frequency-distribution-table-lesson.xlsx 11.44 KB
15 Statistics - Descriptive Statistics/075 Numerical Variables - Frequency Distribution Table.en.srt 4.52 KB
15 Statistics - Descriptive Statistics/075 Numerical Variables - Frequency Distribution Table.mp4 25.85 MB
15 Statistics - Descriptive Statistics/076 2.4.Numerical-variables.Frequency-distribution-table-exercise-solution.xlsx 13.15 KB
15 Statistics - Descriptive Statistics/076 Numerical Variables Exercise.html 984 B
15 Statistics - Descriptive Statistics/077 2.5.The-Histogram-lesson.xlsx 18.63 KB
15 Statistics - Descriptive Statistics/077 The Histogram.en.srt 3.11 KB
15 Statistics - Descriptive Statistics/077 The Histogram.mp4 13.78 MB
15 Statistics - Descriptive Statistics/078 2.5.The-Histogram-exercise-solution.xlsx 17.1 KB
15 Statistics - Descriptive Statistics/078 2.5.The-Histogram-exercise.xlsx 15.5 KB
15 Statistics - Descriptive Statistics/078 Histogram Exercise.html 974 B
15 Statistics - Descriptive Statistics/078 Statistics-PDF-with-Excel-Solutions-that-dont-visualize-properly.pdf 289.12 KB
15 Statistics - Descriptive Statistics/079 2.6.Cross-table-and-scatter-plot.xlsx 26.12 KB
15 Statistics - Descriptive Statistics/079 Cross Tables and Scatter Plots.en.srt 6.93 KB
15 Statistics - Descriptive Statistics/079 Cross Tables and Scatter Plots.mp4 39.8 MB
15 Statistics - Descriptive Statistics/080 2.6.Cross-table-and-scatter-plot-exercise-solution.xlsx 40.44 KB
15 Statistics - Descriptive Statistics/080 2.6.Cross-table-and-scatter-plot-exercise.xlsx 16.28 KB
15 Statistics - Descriptive Statistics/080 Cross Tables and Scatter Plots Exercise.html 995 B
15 Statistics - Descriptive Statistics/081 2.7.Mean-median-and-mode-lesson.xlsx 10.49 KB
15 Statistics - Descriptive Statistics/081 Mean, median and mode.en.srt 5.96 KB
15 Statistics - Descriptive Statistics/081 Mean, median and mode.mp4 37.12 MB
15 Statistics - Descriptive Statistics/082 2.7.Mean-median-and-mode-exercise-solution.xlsx 11.35 KB
15 Statistics - Descriptive Statistics/082 2.7.Mean-median-and-mode-exercise.xlsx 10.87 KB
15 Statistics - Descriptive Statistics/082 Mean, Median and Mode Exercise.html 986 B
15 Statistics - Descriptive Statistics/083 2.8.Skewness-lesson.xlsx 34.63 KB
15 Statistics - Descriptive Statistics/083 Skewness.en.srt 3.78 KB
15 Statistics - Descriptive Statistics/083 Skewness.mp4 19.4 MB
15 Statistics - Descriptive Statistics/084 2.8.Skewness-exercise-solution.xlsx 19.78 KB
15 Statistics - Descriptive Statistics/084 2.8.Skewness-exercise.xlsx 9.49 KB
15 Statistics - Descriptive Statistics/084 Skewness Exercise.html 973 B
15 Statistics - Descriptive Statistics/085 2.9.Variance-lesson.xlsx 10.08 KB
15 Statistics - Descriptive Statistics/085 Variance.en.srt 7.81 KB
15 Statistics - Descriptive Statistics/085 Variance.mp4 50.95 MB
15 Statistics - Descriptive Statistics/086 2.9.Variance-exercise-solution.xlsx 11.05 KB
15 Statistics - Descriptive Statistics/086 2.9.Variance-exercise.xlsx 10.83 KB
15 Statistics - Descriptive Statistics/086 Variance Exercise.html 1.38 KB
15 Statistics - Descriptive Statistics/087 2.10.Standard-deviation-and-coefficient-of-variation-lesson.xlsx 10.97 KB
15 Statistics - Descriptive Statistics/087 Standard Deviation and Coefficient of Variation.en.srt 6.86 KB
15 Statistics - Descriptive Statistics/087 Standard Deviation and Coefficient of Variation.mp4 45.12 MB
15 Statistics - Descriptive Statistics/088 2.10.Standard-deviation-and-coefficient-of-variation-exercise-solution.xlsx 12.6 KB
15 Statistics - Descriptive Statistics/088 2.10.Standard-deviation-and-coefficient-of-variation-exercise.xlsx 11.61 KB
15 Statistics - Descriptive Statistics/088 Standard Deviation and Coefficient of Variation Exercise.html 1012 B
15 Statistics - Descriptive Statistics/089 2.11.Covariance-lesson.xlsx 24.92 KB
15 Statistics - Descriptive Statistics/089 Covariance.en.srt 5.11 KB
15 Statistics - Descriptive Statistics/089 Covariance.mp4 27.48 MB
15 Statistics - Descriptive Statistics/090 2.11.Covariance-exercise-solution.xlsx 29.51 KB
15 Statistics - Descriptive Statistics/090 2.11.Covariance-exercise.xlsx 20.23 KB
15 Statistics - Descriptive Statistics/090 Covariance Exercise.html 975 B
15 Statistics - Descriptive Statistics/091 Correlation Coefficient.en.srt 4.89 KB
15 Statistics - Descriptive Statistics/091 Correlation Coefficient.mp4 29.38 MB
15 Statistics - Descriptive Statistics/092 2.12.Correlation-exercise-solution.xlsx 29.48 KB
15 Statistics - Descriptive Statistics/092 2.12.Correlation-exercise.xlsx 29.3 KB
15 Statistics - Descriptive Statistics/092 Correlation Coefficient Exercise.html 988 B
16 Statistics - Practical Example_ Descriptive Statistics/093 2.13.Practical-example.Descriptive-statistics-lesson.xlsx 146.51 KB
16 Statistics - Practical Example_ Descriptive Statistics/093 Practical Example_ Descriptive Statistics.en.srt 21.61 KB
01 Part 1_ Introduction/001 A Practical Example_ What You Will Learn in This Course.en.srt 6.6 KB
16 Statistics - Practical Example_ Descriptive Statistics/094 2.13.Practical-example.Descriptive-statistics-exercise-solution.xlsx 146.38 KB
16 Statistics - Practical Example_ Descriptive Statistics/094 2.13.Practical-example.Descriptive-statistics-exercise.xlsx 120.27 KB
16 Statistics - Practical Example_ Descriptive Statistics/094 Practical Example_ Descriptive Statistics Exercise.html 1006 B
17 Statistics - Inferential Statistics Fundamentals/095 Course-notes-inferential-statistics.pdf 382.32 KB
17 Statistics - Inferential Statistics Fundamentals/095 Introduction.en.srt 1.69 KB
17 Statistics - Inferential Statistics Fundamentals/095 Introduction.mp4 15.5 MB
17 Statistics - Inferential Statistics Fundamentals/096 3.2.What-is-a-distribution-lesson.xlsx 19.46 KB
17 Statistics - Inferential Statistics Fundamentals/096 Course-notes-inferential-statistics.pdf 382.32 KB
17 Statistics - Inferential Statistics Fundamentals/096 What is a Distribution.en.srt 6.1 KB
17 Statistics - Inferential Statistics Fundamentals/096 What is a Distribution.mp4 61.59 MB
17 Statistics - Inferential Statistics Fundamentals/097 The Normal Distribution.en.srt 5.08 KB
17 Statistics - Inferential Statistics Fundamentals/097 The Normal Distribution.mp4 49.85 MB
17 Statistics - Inferential Statistics Fundamentals/098 3.4.Standard-normal-distribution-lesson.xlsx 10.38 KB
17 Statistics - Inferential Statistics Fundamentals/098 The Standard Normal Distribution.en.srt 4.09 KB
17 Statistics - Inferential Statistics Fundamentals/098 The Standard Normal Distribution.mp4 22.5 MB
17 Statistics - Inferential Statistics Fundamentals/099 3.4.Standard-normal-distribution-exercise-solution.xlsx 24.04 KB
17 Statistics - Inferential Statistics Fundamentals/099 3.4.Standard-normal-distribution-exercise.xlsx 11.99 KB
17 Statistics - Inferential Statistics Fundamentals/099 The Standard Normal Distribution Exercise.html 997 B
17 Statistics - Inferential Statistics Fundamentals/100 Central Limit Theorem.en.srt 5.85 KB
17 Statistics - Inferential Statistics Fundamentals/100 Central Limit Theorem.mp4 62.88 MB
17 Statistics - Inferential Statistics Fundamentals/101 Standard error.en.srt 2.11 KB
17 Statistics - Inferential Statistics Fundamentals/101 Standard error.mp4 22.77 MB
17 Statistics - Inferential Statistics Fundamentals/102 Estimators and Estimates.en.srt 3.85 KB
17 Statistics - Inferential Statistics Fundamentals/102 Estimators and Estimates.mp4 47.83 MB
18 Statistics - Inferential Statistics_ Confidence Intervals/103 What are Confidence Intervals_.en.srt 3.39 KB
18 Statistics - Inferential Statistics_ Confidence Intervals/103 What are Confidence Intervals_.mp4 49.98 MB
18 Statistics - Inferential Statistics_ Confidence Intervals/104 3.9.Population-variance-known-z-score-lesson.xlsx 11.21 KB
18 Statistics - Inferential Statistics_ Confidence Intervals/104 3.9.The-z-table.xlsx 25.58 KB
18 Statistics - Inferential Statistics_ Confidence Intervals/104 Confidence Intervals; Population Variance Known; Z-score.en.srt 10.15 KB
18 Statistics - Inferential Statistics_ Confidence Intervals/104 Confidence Intervals; Population Variance Known; Z-score.mp4 78.2 MB
18 Statistics - Inferential Statistics_ Confidence Intervals/105 3.9.Population-variance-known-z-score-exercise-solution.xlsx 11.16 KB
18 Statistics - Inferential Statistics_ Confidence Intervals/105 3.9.Population-variance-known-z-score-exercise.xlsx 10.83 KB
18 Statistics - Inferential Statistics_ Confidence Intervals/105 3.9.The-z-table.xlsx 25.58 KB
18 Statistics - Inferential Statistics_ Confidence Intervals/105 Confidence Intervals; Population Variance Known; Z-score; Exercise.html 1022 B
18 Statistics - Inferential Statistics_ Confidence Intervals/106 Confidence Interval Clarifications.en.srt 5.59 KB
18 Statistics - Inferential Statistics_ Confidence Intervals/106 Confidence Interval Clarifications.mp4 57.03 MB
18 Statistics - Inferential Statistics_ Confidence Intervals/107 Student's T Distribution.en.srt 4.27 KB
18 Statistics - Inferential Statistics_ Confidence Intervals/107 Student's T Distribution.mp4 35.43 MB
18 Statistics - Inferential Statistics_ Confidence Intervals/108 3.11.Population-variance-unknown-t-score-lesson.xlsx 10.78 KB
18 Statistics - Inferential Statistics_ Confidence Intervals/108 3.11.The-t-table.xlsx 15.85 KB
18 Statistics - Inferential Statistics_ Confidence Intervals/108 Confidence Intervals; Population Variance Unknown; T-score.en.srt 5.93 KB
18 Statistics - Inferential Statistics_ Confidence Intervals/108 Confidence Intervals; Population Variance Unknown; T-score.mp4 32.2 MB
18 Statistics - Inferential Statistics_ Confidence Intervals/109 3.11.Population-variance-unknown-t-score-exercise-solution.xlsx 11.1 KB
18 Statistics - Inferential Statistics_ Confidence Intervals/109 3.11.Population-variance-unknown-t-score-exercise.xlsx 10.62 KB
18 Statistics - Inferential Statistics_ Confidence Intervals/109 3.11.The-t-table.xlsx 15.85 KB
18 Statistics - Inferential Statistics_ Confidence Intervals/109 Confidence Intervals; Population Variance Unknown; T-score; Exercise.html 1 KB
18 Statistics - Inferential Statistics_ Confidence Intervals/110 Margin of Error.en.srt 6.38 KB
18 Statistics - Inferential Statistics_ Confidence Intervals/110 Margin of Error.mp4 47.23 MB
18 Statistics - Inferential Statistics_ Confidence Intervals/111 3.13.Confidence-intervals.Two-means.Dependent-samples-lesson.xlsx 10.47 KB
18 Statistics - Inferential Statistics_ Confidence Intervals/111 Confidence intervals. Two means. Dependent samples.en.srt 8.33 KB
18 Statistics - Inferential Statistics_ Confidence Intervals/111 Confidence intervals. Two means. Dependent samples.mp4 70.47 MB
18 Statistics - Inferential Statistics_ Confidence Intervals/112 3.13.Confidence-intervals.Two-means.Dependent-samples-exercise-solution.xlsx 14.24 KB
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40 Part 6_ Mathematics/272 What is a Matrix_.en.srt 4.51 KB
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40 Part 6_ Mathematics/278 Errors-when-adding-scalars-vectors-and-matrices-in-Python.ipynb 3.17 KB
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41 Part 7_ Deep Learning/283 What to Expect from this Part_.en.srt 4.81 KB
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42 Deep Learning - Introduction to Neural Networks/284 Course-Notes-Section-2.pdf 578.08 KB
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52 Deep Learning - Conclusion/366 DeepMind and Deep Learning.html 1.93 KB
52 Deep Learning - Conclusion/367 An overview of CNNs.en.srt 6.68 KB
52 Deep Learning - Conclusion/367 An overview of CNNs.mp4 58.79 MB
52 Deep Learning - Conclusion/368 An Overview of RNNs.en.srt 3.83 KB
52 Deep Learning - Conclusion/368 An Overview of RNNs.mp4 25.26 MB
52 Deep Learning - Conclusion/369 An Overview of non-NN Approaches.en.srt 5.29 KB
52 Deep Learning - Conclusion/369 An Overview of non-NN Approaches.mp4 44.77 MB
53 Appendix_ Deep Learning - TensorFlow 1_ Introduction/370 READ ME!!!!.html 1.42 KB
53 Appendix_ Deep Learning - TensorFlow 1_ Introduction/371 How to Install TensorFlow 1.en.srt 3.56 KB
53 Appendix_ Deep Learning - TensorFlow 1_ Introduction/371 How to Install TensorFlow 1.mp4 11.35 MB
53 Appendix_ Deep Learning - TensorFlow 1_ Introduction/372 A Note on Installing Packages in Anaconda.html 3.35 KB
53 Appendix_ Deep Learning - TensorFlow 1_ Introduction/373 TensorFlow Intro.en.srt 5.4 KB
53 Appendix_ Deep Learning - TensorFlow 1_ Introduction/373 TensorFlow Intro.mp4 47.69 MB
53 Appendix_ Deep Learning - TensorFlow 1_ Introduction/374 Actual Introduction to TensorFlow.en.srt 2.25 KB
53 Appendix_ Deep Learning - TensorFlow 1_ Introduction/374 Actual Introduction to TensorFlow.mp4 17.41 MB
53 Appendix_ Deep Learning - TensorFlow 1_ Introduction/374 Shortcuts-for-Jupyter.pdf 619.17 KB
53 Appendix_ Deep Learning - TensorFlow 1_ Introduction/375 5.3.TensorFlow-Minimal-example-Part-1.ipynb 3.36 KB
53 Appendix_ Deep Learning - TensorFlow 1_ Introduction/375 Types of File Formats, supporting Tensors.en.srt 3.59 KB
53 Appendix_ Deep Learning - TensorFlow 1_ Introduction/375 Types of File Formats, supporting Tensors.mp4 20.34 MB
53 Appendix_ Deep Learning - TensorFlow 1_ Introduction/376 5.4.TensorFlow-Minimal-example-Part-2.ipynb 6.17 KB
53 Appendix_ Deep Learning - TensorFlow 1_ Introduction/376 Basic NN Example with TF_ Inputs, Outputs, Targets, Weights, Biases.en.srt 7.63 KB
53 Appendix_ Deep Learning - TensorFlow 1_ Introduction/376 Basic NN Example with TF_ Inputs, Outputs, Targets, Weights, Biases.mp4 38.49 MB
53 Appendix_ Deep Learning - TensorFlow 1_ Introduction/377 5.5.TensorFlow-Minimal-example-Part-3.ipynb 8.65 KB
53 Appendix_ Deep Learning - TensorFlow 1_ Introduction/377 Basic NN Example with TF_ Loss Function and Gradient Descent.en.srt 5.02 KB
53 Appendix_ Deep Learning - TensorFlow 1_ Introduction/377 Basic NN Example with TF_ Loss Function and Gradient Descent.mp4 32.51 MB
53 Appendix_ Deep Learning - TensorFlow 1_ Introduction/378 5.6.TensorFlow-Minimal-example-complete.ipynb 12.15 KB
53 Appendix_ Deep Learning - TensorFlow 1_ Introduction/378 Basic NN Example with TF_ Model Output.en.srt 8.26 KB
53 Appendix_ Deep Learning - TensorFlow 1_ Introduction/378 Basic NN Example with TF_ Model Output.mp4 37.39 MB
53 Appendix_ Deep Learning - TensorFlow 1_ Introduction/379 Basic NN Example with TF Exercises.html 2.47 KB
53 Appendix_ Deep Learning - TensorFlow 1_ Introduction/379 TensorFlow-Minimal-Example-All-Exercises.ipynb 13.97 KB
53 Appendix_ Deep Learning - TensorFlow 1_ Introduction/379 TensorFlow-Minimal-Example-Exercise-1-Solution.ipynb 23.63 KB
53 Appendix_ Deep Learning - TensorFlow 1_ Introduction/379 TensorFlow-Minimal-Example-Exercise-2-1-Solution.ipynb 25.54 KB
53 Appendix_ Deep Learning - TensorFlow 1_ Introduction/379 TensorFlow-Minimal-Example-Exercise-2-2-Solution.ipynb 25.51 KB
53 Appendix_ Deep Learning - TensorFlow 1_ Introduction/379 TensorFlow-Minimal-Example-Exercise-2-3-Solution.ipynb 49.96 KB
53 Appendix_ Deep Learning - TensorFlow 1_ Introduction/379 TensorFlow-Minimal-Example-Exercise-2-4-Solution.ipynb 21.75 KB
53 Appendix_ Deep Learning - TensorFlow 1_ Introduction/379 TensorFlow-Minimal-Example-Exercise-3-Solution.ipynb 26.71 KB
53 Appendix_ Deep Learning - TensorFlow 1_ Introduction/379 TensorFlow-Minimal-Example-Exercise-4-Solution.ipynb 26.98 KB
54 Appendix_ Deep Learning - TensorFlow 1_ Classifying on the MNIST Dataset/380 MNIST_ What is the MNIST Dataset_.en.srt 3.63 KB
54 Appendix_ Deep Learning - TensorFlow 1_ Classifying on the MNIST Dataset/380 MNIST_ What is the MNIST Dataset_.mp4 17.82 MB
54 Appendix_ Deep Learning - TensorFlow 1_ Classifying on the MNIST Dataset/381 MNIST_ How to Tackle the MNIST.en.srt 3.76 KB
54 Appendix_ Deep Learning - TensorFlow 1_ Classifying on the MNIST Dataset/381 MNIST_ How to Tackle the MNIST.mp4 22.58 MB
54 Appendix_ Deep Learning - TensorFlow 1_ Classifying on the MNIST Dataset/382 12.3.TensorFlow-MNIST-with-comments-Part-1.ipynb 3.89 KB
54 Appendix_ Deep Learning - TensorFlow 1_ Classifying on the MNIST Dataset/382 MNIST_ Relevant Packages.en.srt 2.19 KB
54 Appendix_ Deep Learning - TensorFlow 1_ Classifying on the MNIST Dataset/382 MNIST_ Relevant Packages.mp4 18.9 MB
54 Appendix_ Deep Learning - TensorFlow 1_ Classifying on the MNIST Dataset/383 12.4.TensorFlow-MNIST-with-comments-Part-2.ipynb 6.1 KB
54 Appendix_ Deep Learning - TensorFlow 1_ Classifying on the MNIST Dataset/383 MNIST_ Model Outline.en.srt 9.42 KB
54 Appendix_ Deep Learning - TensorFlow 1_ Classifying on the MNIST Dataset/383 MNIST_ Model Outline.mp4 56.38 MB
54 Appendix_ Deep Learning - TensorFlow 1_ Classifying on the MNIST Dataset/384 12.5.TensorFlow-MNIST-with-comments-Part-3.ipynb 7.31 KB
54 Appendix_ Deep Learning - TensorFlow 1_ Classifying on the MNIST Dataset/384 MNIST_ Loss and Optimization Algorithm.en.srt 3.67 KB
54 Appendix_ Deep Learning - TensorFlow 1_ Classifying on the MNIST Dataset/384 MNIST_ Loss and Optimization Algorithm.mp4 25.86 MB
54 Appendix_ Deep Learning - TensorFlow 1_ Classifying on the MNIST Dataset/385 12.6.TensorFlow-MNIST-with-comments-Part-4.ipynb 7.9 KB
54 Appendix_ Deep Learning - TensorFlow 1_ Classifying on the MNIST Dataset/385 Calculating the Accuracy of the Model.en.srt 5.4 KB
54 Appendix_ Deep Learning - TensorFlow 1_ Classifying on the MNIST Dataset/385 Calculating the Accuracy of the Model.mp4 43.9 MB
54 Appendix_ Deep Learning - TensorFlow 1_ Classifying on the MNIST Dataset/386 12.7.TensorFlow-MNIST-with-comments-Part-5.ipynb 8.53 KB
54 Appendix_ Deep Learning - TensorFlow 1_ Classifying on the MNIST Dataset/386 MNIST_ Batching and Early Stopping.en.srt 3.04 KB
54 Appendix_ Deep Learning - TensorFlow 1_ Classifying on the MNIST Dataset/386 MNIST_ Batching and Early Stopping.mp4 12.85 MB
54 Appendix_ Deep Learning - TensorFlow 1_ Classifying on the MNIST Dataset/387 12.8.TensorFlow-MNIST-with-comments-Part-6.ipynb 11.5 KB
54 Appendix_ Deep Learning - TensorFlow 1_ Classifying on the MNIST Dataset/387 MNIST_ Learning.en.srt 10.6 KB
54 Appendix_ Deep Learning - TensorFlow 1_ Classifying on the MNIST Dataset/387 MNIST_ Learning.mp4 46.68 MB
54 Appendix_ Deep Learning - TensorFlow 1_ Classifying on the MNIST Dataset/388 12.9.TensorFlow-MNIST-with-comments.ipynb 13.03 KB
54 Appendix_ Deep Learning - TensorFlow 1_ Classifying on the MNIST Dataset/388 MNIST_ Results and Testing.en.srt 8.49 KB
54 Appendix_ Deep Learning - TensorFlow 1_ Classifying on the MNIST Dataset/388 MNIST_ Results and Testing.mp4 62.77 MB
54 Appendix_ Deep Learning - TensorFlow 1_ Classifying on the MNIST Dataset/389 MNIST_ Exercises.html 3 KB
54 Appendix_ Deep Learning - TensorFlow 1_ Classifying on the MNIST Dataset/389 TensorFlow-MNIST-Exercises-All.ipynb 15.47 KB
54 Appendix_ Deep Learning - TensorFlow 1_ Classifying on the MNIST Dataset/390 0.TensorFlow-MNIST-take-note-of-time-Solution.ipynb 14 KB
54 Appendix_ Deep Learning - TensorFlow 1_ Classifying on the MNIST Dataset/390 1.TensorFlow-MNIST-Width-Solution.ipynb 14.01 KB
54 Appendix_ Deep Learning - TensorFlow 1_ Classifying on the MNIST Dataset/390 2.TensorFlow-MNIST-Depth-Solution.ipynb 14.87 KB
54 Appendix_ Deep Learning - TensorFlow 1_ Classifying on the MNIST Dataset/390 3.TensorFlow-MNIST-Width-and-Depth-Solution.ipynb 16.81 KB
54 Appendix_ Deep Learning - TensorFlow 1_ Classifying on the MNIST Dataset/390 4.TensorFlow-MNIST-Activation-functions-Part-1-Solution.ipynb 14.35 KB
54 Appendix_ Deep Learning - TensorFlow 1_ Classifying on the MNIST Dataset/390 5.TensorFlow-MNIST-Activation-functions-Part-2-Solution.ipynb 13.93 KB
54 Appendix_ Deep Learning - TensorFlow 1_ Classifying on the MNIST Dataset/390 6.TensorFlow-MNIST-Batch-size-Part-1-Solution.ipynb 14.26 KB
54 Appendix_ Deep Learning - TensorFlow 1_ Classifying on the MNIST Dataset/390 7.TensorFlow-MNIST-Batch-size-Part-2-Solution.ipynb 14.16 KB
54 Appendix_ Deep Learning - TensorFlow 1_ Classifying on the MNIST Dataset/390 8.TensorFlow-MNIST-Learning-rate-Part-1-Solution.ipynb 14.07 KB
54 Appendix_ Deep Learning - TensorFlow 1_ Classifying on the MNIST Dataset/390 9.TensorFlow-MNIST-Learning-rate-Part-2-Solution.ipynb 15.21 KB
54 Appendix_ Deep Learning - TensorFlow 1_ Classifying on the MNIST Dataset/390 MNIST_ Solutions.html 3.06 KB
54 Appendix_ Deep Learning - TensorFlow 1_ Classifying on the MNIST Dataset/390 TensorFlow-MNIST-around-98-percent-accuracy.ipynb 17.66 KB
55 Appendix_ Deep Learning - TensorFlow 1_ Business Case/391 Audiobooks-data.csv 710.77 KB
55 Appendix_ Deep Learning - TensorFlow 1_ Business Case/391 Business Case_ Getting Acquainted with the Dataset.en.srt 11.22 KB
55 Appendix_ Deep Learning - TensorFlow 1_ Business Case/391 Business Case_ Getting Acquainted with the Dataset.mp4 87.65 MB
55 Appendix_ Deep Learning - TensorFlow 1_ Business Case/392 Business Case_ Outlining the Solution.en.srt 2.62 KB
55 Appendix_ Deep Learning - TensorFlow 1_ Business Case/392 Business Case_ Outlining the Solution.mp4 12.21 MB
55 Appendix_ Deep Learning - TensorFlow 1_ Business Case/393 Audiobooks-data.csv 710.77 KB
55 Appendix_ Deep Learning - TensorFlow 1_ Business Case/393 The Importance of Working with a Balanced Dataset.en.srt 4.66 KB
55 Appendix_ Deep Learning - TensorFlow 1_ Business Case/393 The Importance of Working with a Balanced Dataset.mp4 39.41 MB
55 Appendix_ Deep Learning - TensorFlow 1_ Business Case/394 Audiobooks-data.csv 710.77 KB
55 Appendix_ Deep Learning - TensorFlow 1_ Business Case/394 Business Case_ Preprocessing.en.srt 13.98 KB
55 Appendix_ Deep Learning - TensorFlow 1_ Business Case/394 Business Case_ Preprocessing.mp4 103.41 MB
55 Appendix_ Deep Learning - TensorFlow 1_ Business Case/394 TensorFlow-Audiobooks-Preprocessing-with-comments.ipynb 11.19 KB
55 Appendix_ Deep Learning - TensorFlow 1_ Business Case/394 TensorFlow-Audiobooks-Preprocessing.ipynb 5.58 KB
55 Appendix_ Deep Learning - TensorFlow 1_ Business Case/395 Audiobooks-data.csv 710.77 KB
55 Appendix_ Deep Learning - TensorFlow 1_ Business Case/395 Business Case_ Preprocessing Exercise.html 1.26 KB
55 Appendix_ Deep Learning - TensorFlow 1_ Business Case/395 TensorFlow-Audiobooks-Preprocessing-Exercise-Solution.ipynb 10.03 KB
55 Appendix_ Deep Learning - TensorFlow 1_ Business Case/395 TensorFlow-Audiobooks-Preprocessing-Exercise.ipynb 8.6 KB
55 Appendix_ Deep Learning - TensorFlow 1_ Business Case/396 Creating a Data Provider.en.srt 8.05 KB
55 Appendix_ Deep Learning - TensorFlow 1_ Business Case/396 Creating a Data Provider.mp4 76.34 MB
55 Appendix_ Deep Learning - TensorFlow 1_ Business Case/397 Business Case_ Model Outline.en.srt 7.21 KB
55 Appendix_ Deep Learning - TensorFlow 1_ Business Case/397 Business Case_ Model Outline.mp4 53.12 MB
55 Appendix_ Deep Learning - TensorFlow 1_ Business Case/397 TensorFlow-Audiobooks-Outlining-the-model-with-comments.ipynb 10.34 KB
55 Appendix_ Deep Learning - TensorFlow 1_ Business Case/397 TensorFlow-Audiobooks-Outlining-the-model.ipynb 9.36 KB
55 Appendix_ Deep Learning - TensorFlow 1_ Business Case/398 Business Case_ Optimization.en.srt 6.86 KB
55 Appendix_ Deep Learning - TensorFlow 1_ Business Case/398 Business Case_ Optimization.mp4 41.52 MB
55 Appendix_ Deep Learning - TensorFlow 1_ Business Case/398 TensorFlow-Audiobooks-optimizing-the-algorithm-with-comments.ipynb 12.73 KB
55 Appendix_ Deep Learning - TensorFlow 1_ Business Case/398 TensorFlow-Audiobooks-optimizing-the-algorithm.ipynb 10.64 KB
55 Appendix_ Deep Learning - TensorFlow 1_ Business Case/399 Business Case_ Interpretation.en.srt 3.05 KB
55 Appendix_ Deep Learning - TensorFlow 1_ Business Case/399 Business Case_ Interpretation.mp4 25.74 MB
55 Appendix_ Deep Learning - TensorFlow 1_ Business Case/399 TensorFlow-Audiobooks-optimizing-the-algorithm-with-comments.ipynb 12.73 KB
55 Appendix_ Deep Learning - TensorFlow 1_ Business Case/399 TensorFlow-Audiobooks-optimizing-the-algorithm.ipynb 10.64 KB
55 Appendix_ Deep Learning - TensorFlow 1_ Business Case/400 Business Case_ Testing the Model.en.srt 2.82 KB
55 Appendix_ Deep Learning - TensorFlow 1_ Business Case/400 Business Case_ Testing the Model.mp4 11.2 MB
55 Appendix_ Deep Learning - TensorFlow 1_ Business Case/401 Audiobooks-data.csv 710.77 KB
55 Appendix_ Deep Learning - TensorFlow 1_ Business Case/401 Business Case_ A Comment on the Homework.en.srt 5.5 KB
55 Appendix_ Deep Learning - TensorFlow 1_ Business Case/401 Business Case_ A Comment on the Homework.mp4 36.38 MB
55 Appendix_ Deep Learning - TensorFlow 1_ Business Case/401 TensorFlow-Audiobooks-Machine-learning-Homework.ipynb 14.4 KB
55 Appendix_ Deep Learning - TensorFlow 1_ Business Case/401 TensorFlow-Audiobooks-Preprocessing-with-comments.ipynb 11.19 KB
55 Appendix_ Deep Learning - TensorFlow 1_ Business Case/402 Audiobooks-data.csv 710.77 KB
55 Appendix_ Deep Learning - TensorFlow 1_ Business Case/402 Business Case_ Final Exercise.html 1.31 KB
55 Appendix_ Deep Learning - TensorFlow 1_ Business Case/402 TensorFlow-Audiobooks-Machine-learning-Homework.ipynb 14.4 KB
55 Appendix_ Deep Learning - TensorFlow 1_ Business Case/402 TensorFlow-Audiobooks-Preprocessing-with-comments.ipynb 11.19 KB
56 Software Integration/403 What are Data, Servers, Clients, Requests, and Responses.en.srt 6.16 KB
56 Software Integration/403 What are Data, Servers, Clients, Requests, and Responses.mp4 69.03 MB
56 Software Integration/404 What are Data Connectivity, APIs, and Endpoints_.en.srt 8.85 KB
56 Software Integration/404 What are Data Connectivity, APIs, and Endpoints_.mp4 104.08 MB
56 Software Integration/405 Taking a Closer Look at APIs.en.srt 10.77 KB
56 Software Integration/405 Taking a Closer Look at APIs.mp4 115.59 MB
56 Software Integration/406 Communication between Software Products through Text Files.en.srt 5.68 KB
56 Software Integration/406 Communication between Software Products through Text Files.mp4 60.34 MB
56 Software Integration/407 Software Integration - Explained.en.srt 6.95 KB
56 Software Integration/407 Software Integration - Explained.mp4 63.69 MB
57 Case Study - What's Next in the Course_/408 Game Plan for this Python, SQL, and Tableau Business Exercise.en.srt 5.66 KB
57 Case Study - What's Next in the Course_/408 Game Plan for this Python, SQL, and Tableau Business Exercise.mp4 52.3 MB
57 Case Study - What's Next in the Course_/409 The Business Task.en.srt 3.88 KB
57 Case Study - What's Next in the Course_/409 The Business Task.mp4 39.15 MB
57 Case Study - What's Next in the Course_/410 Introducing the Data Set.en.srt 4.3 KB
57 Case Study - What's Next in the Course_/410 Introducing the Data Set.mp4 40.86 MB
58 Case Study - Preprocessing the 'Absenteeism_data'/411 Absenteeism-data.csv 32.05 KB
58 Case Study - Preprocessing the 'Absenteeism_data'/411 data-preprocessing-homework.pdf 134.47 KB
58 Case Study - Preprocessing the 'Absenteeism_data'/411 df-preprocessed.csv 29.11 KB
58 Case Study - Preprocessing the 'Absenteeism_data'/411 What to Expect from the Following Sections_.html 3.38 KB
58 Case Study - Preprocessing the 'Absenteeism_data'/412 Importing the Absenteeism Data in Python.en.srt 4.15 KB
58 Case Study - Preprocessing the 'Absenteeism_data'/412 Importing the Absenteeism Data in Python.mp4 23.15 MB
58 Case Study - Preprocessing the 'Absenteeism_data'/413 Checking the Content of the Data Set.en.srt 7.32 KB
58 Case Study - Preprocessing the 'Absenteeism_data'/413 Checking the Content of the Data Set.mp4 61.9 MB
58 Case Study - Preprocessing the 'Absenteeism_data'/414 Introduction to Terms with Multiple Meanings.en.srt 4.2 KB
58 Case Study - Preprocessing the 'Absenteeism_data'/414 Introduction to Terms with Multiple Meanings.mp4 27.85 MB
58 Case Study - Preprocessing the 'Absenteeism_data'/415 What's Regression Analysis - a Quick Refresher.html 3.74 KB
58 Case Study - Preprocessing the 'Absenteeism_data'/416 Using a Statistical Approach towards the Solution to the Exercise.en.srt 2.91 KB
58 Case Study - Preprocessing the 'Absenteeism_data'/416 Using a Statistical Approach towards the Solution to the Exercise.mp4 20.18 MB
58 Case Study - Preprocessing the 'Absenteeism_data'/417 Dropping a Column from a DataFrame in Python.en.srt 8.12 KB
58 Case Study - Preprocessing the 'Absenteeism_data'/417 Dropping a Column from a DataFrame in Python.mp4 61.76 MB
58 Case Study - Preprocessing the 'Absenteeism_data'/418 EXERCISE - Dropping a Column from a DataFrame in Python.html 1.75 KB
58 Case Study - Preprocessing the 'Absenteeism_data'/419 SOLUTION - Dropping a Column from a DataFrame in Python.html 1.02 KB
58 Case Study - Preprocessing the 'Absenteeism_data'/420 Analyzing the Reasons for Absence.en.srt 6.08 KB
58 Case Study - Preprocessing the 'Absenteeism_data'/420 Analyzing the Reasons for Absence.mp4 40.57 MB
58 Case Study - Preprocessing the 'Absenteeism_data'/421 Obtaining Dummies from a Single Feature.en.srt 10.59 KB
58 Case Study - Preprocessing the 'Absenteeism_data'/421 Obtaining Dummies from a Single Feature.mp4 81.11 MB
58 Case Study - Preprocessing the 'Absenteeism_data'/422 EXERCISE - Obtaining Dummies from a Single Feature.html 1.03 KB
58 Case Study - Preprocessing the 'Absenteeism_data'/423 SOLUTION - Obtaining Dummies from a Single Feature.html 1.02 KB
58 Case Study - Preprocessing the 'Absenteeism_data'/424 Dropping a Dummy Variable from the Data Set.html 3.23 KB
58 Case Study - Preprocessing the 'Absenteeism_data'/425 More on Dummy Variables_ A Statistical Perspective.en.srt 1.76 KB
58 Case Study - Preprocessing the 'Absenteeism_data'/425 More on Dummy Variables_ A Statistical Perspective.mp4 13.74 MB
58 Case Study - Preprocessing the 'Absenteeism_data'/426 Classifying the Various Reasons for Absence.en.srt 10.41 KB
58 Case Study - Preprocessing the 'Absenteeism_data'/426 Classifying the Various Reasons for Absence.mp4 74.6 MB
58 Case Study - Preprocessing the 'Absenteeism_data'/427 Using .concat() in Python.en.srt 5.27 KB
58 Case Study - Preprocessing the 'Absenteeism_data'/427 Using .concat() in Python.mp4 38.73 MB
58 Case Study - Preprocessing the 'Absenteeism_data'/428 EXERCISE - Using .concat() in Python.html 1.07 KB
58 Case Study - Preprocessing the 'Absenteeism_data'/429 SOLUTION - Using .concat() in Python.html 1.03 KB
58 Case Study - Preprocessing the 'Absenteeism_data'/430 Reordering Columns in a Pandas DataFrame in Python.en.srt 1.89 KB
58 Case Study - Preprocessing the 'Absenteeism_data'/430 Reordering Columns in a Pandas DataFrame in Python.mp4 14.01 MB
58 Case Study - Preprocessing the 'Absenteeism_data'/431 EXERCISE - Reordering Columns in a Pandas DataFrame in Python.html 1.08 KB
58 Case Study - Preprocessing the 'Absenteeism_data'/432 SOLUTION - Reordering Columns in a Pandas DataFrame in Python.html 1.37 KB
58 Case Study - Preprocessing the 'Absenteeism_data'/433 Absenteeism-Exercise-Preprocessing-df-reason-mod.ipynb 4.82 KB
58 Case Study - Preprocessing the 'Absenteeism_data'/433 Creating Checkpoints while Coding in Jupyter.en.srt 3.77 KB
58 Case Study - Preprocessing the 'Absenteeism_data'/433 Creating Checkpoints while Coding in Jupyter.mp4 25.67 MB
58 Case Study - Preprocessing the 'Absenteeism_data'/434 EXERCISE - Creating Checkpoints while Coding in Jupyter.html 1.04 KB
58 Case Study - Preprocessing the 'Absenteeism_data'/435 SOLUTION - Creating Checkpoints while Coding in Jupyter.html 1.02 KB
58 Case Study - Preprocessing the 'Absenteeism_data'/436 Analyzing the Dates from the Initial Data Set.en.srt 8.73 KB
58 Case Study - Preprocessing the 'Absenteeism_data'/436 Analyzing the Dates from the Initial Data Set.mp4 57.28 MB
58 Case Study - Preprocessing the 'Absenteeism_data'/437 Extracting the Month Value from the _Date_ Column.en.srt 8.29 KB
58 Case Study - Preprocessing the 'Absenteeism_data'/437 Extracting the Month Value from the _Date_ Column.mp4 47.79 MB
58 Case Study - Preprocessing the 'Absenteeism_data'/438 Extracting the Day of the Week from the _Date_ Column.en.srt 4.65 KB
58 Case Study - Preprocessing the 'Absenteeism_data'/438 Extracting the Day of the Week from the _Date_ Column.mp4 27.96 MB
58 Case Study - Preprocessing the 'Absenteeism_data'/439 Absenteeism-Exercise-Preprocessing-ChP-df-date-reason-mod.ipynb 7.33 KB
58 Case Study - Preprocessing the 'Absenteeism_data'/439 Absenteeism-Exercise-Preprocessing-LECTURES.ipynb 7.6 MB
58 Case Study - Preprocessing the 'Absenteeism_data'/439 Absenteeism-Exercise-Removing-the-Date-Column-SOLUTION.ipynb 8.33 KB
58 Case Study - Preprocessing the 'Absenteeism_data'/439 EXERCISE - Removing the _Date_ Column.html 2.1 KB
58 Case Study - Preprocessing the 'Absenteeism_data'/440 Analyzing Several _Straightforward_ Columns for this Exercise.en.srt 4.5 KB
58 Case Study - Preprocessing the 'Absenteeism_data'/440 Analyzing Several _Straightforward_ Columns for this Exercise.mp4 29.51 MB
58 Case Study - Preprocessing the 'Absenteeism_data'/441 Working on _Education_, _Children_, and _Pets_.en.srt 5.89 KB
58 Case Study - Preprocessing the 'Absenteeism_data'/441 Working on _Education_, _Children_, and _Pets_.mp4 39.59 MB
58 Case Study - Preprocessing the 'Absenteeism_data'/442 Absenteeism-Exercise-EXERCISES-and-SOLUTIONS.ipynb 4.13 KB
58 Case Study - Preprocessing the 'Absenteeism_data'/442 Absenteeism-Exercise-Preprocessing-df-preprocessed.ipynb 8.51 KB
58 Case Study - Preprocessing the 'Absenteeism_data'/442 Final Remarks of this Section.en.srt 2.56 KB
58 Case Study - Preprocessing the 'Absenteeism_data'/442 Final Remarks of this Section.mp4 21.63 MB
58 Case Study - Preprocessing the 'Absenteeism_data'/443 A Note on Exporting Your Data as a _.csv File.html 1.76 KB
59 Case Study - Applying Machine Learning to Create the 'absenteeism_module'/444 Absenteeism-preprocessed.csv 29.13 KB
59 Case Study - Applying Machine Learning to Create the 'absenteeism_module'/444 Exploring the Problem with a Machine Learning Mindset.en.srt 4.76 KB
59 Case Study - Applying Machine Learning to Create the 'absenteeism_module'/444 Exploring the Problem with a Machine Learning Mindset.mp4 27.54 MB
59 Case Study - Applying Machine Learning to Create the 'absenteeism_module'/445 Creating the Targets for the Logistic Regression.en.srt 8.71 KB
59 Case Study - Applying Machine Learning to Create the 'absenteeism_module'/445 Creating the Targets for the Logistic Regression.mp4 45.79 MB
59 Case Study - Applying Machine Learning to Create the 'absenteeism_module'/446 Selecting the Inputs for the Logistic Regression.en.srt 3.82 KB
59 Case Study - Applying Machine Learning to Create the 'absenteeism_module'/446 Selecting the Inputs for the Logistic Regression.mp4 16.75 MB
59 Case Study - Applying Machine Learning to Create the 'absenteeism_module'/447 Standardizing the Data.en.srt 4.36 KB
59 Case Study - Applying Machine Learning to Create the 'absenteeism_module'/447 Standardizing the Data.mp4 20.59 MB
59 Case Study - Applying Machine Learning to Create the 'absenteeism_module'/448 Splitting the Data for Training and Testing.en.srt 8.42 KB
59 Case Study - Applying Machine Learning to Create the 'absenteeism_module'/448 Splitting the Data for Training and Testing.mp4 52.76 MB
59 Case Study - Applying Machine Learning to Create the 'absenteeism_module'/449 Fitting the Model and Assessing its Accuracy.en.srt 7.68 KB
59 Case Study - Applying Machine Learning to Create the 'absenteeism_module'/449 Fitting the Model and Assessing its Accuracy.mp4 41.62 MB
59 Case Study - Applying Machine Learning to Create the 'absenteeism_module'/450 Creating a Summary Table with the Coefficients and Intercept.en.srt 6.88 KB
59 Case Study - Applying Machine Learning to Create the 'absenteeism_module'/450 Creating a Summary Table with the Coefficients and Intercept.mp4 38.87 MB
59 Case Study - Applying Machine Learning to Create the 'absenteeism_module'/451 Interpreting the Coefficients for Our Problem.en.srt 8.19 KB
59 Case Study - Applying Machine Learning to Create the 'absenteeism_module'/451 Interpreting the Coefficients for Our Problem.mp4 52.37 MB
59 Case Study - Applying Machine Learning to Create the 'absenteeism_module'/452 Standardizing only the Numerical Variables (Creating a Custom Scaler).en.srt 5.22 KB
59 Case Study - Applying Machine Learning to Create the 'absenteeism_module'/452 Standardizing only the Numerical Variables (Creating a Custom Scaler).mp4 41.19 MB
59 Case Study - Applying Machine Learning to Create the 'absenteeism_module'/453 Interpreting the Coefficients of the Logistic Regression.en.srt 7.53 KB
59 Case Study - Applying Machine Learning to Create the 'absenteeism_module'/453 Interpreting the Coefficients of the Logistic Regression.mp4 40.4 MB
59 Case Study - Applying Machine Learning to Create the 'absenteeism_module'/454 Backward Elimination or How to Simplify Your Model.en.srt 5.45 KB
59 Case Study - Applying Machine Learning to Create the 'absenteeism_module'/454 Backward Elimination or How to Simplify Your Model.mp4 39.56 MB
59 Case Study - Applying Machine Learning to Create the 'absenteeism_module'/455 Testing the Model We Created.en.srt 6.76 KB
59 Case Study - Applying Machine Learning to Create the 'absenteeism_module'/455 Testing the Model We Created.mp4 49.06 MB
59 Case Study - Applying Machine Learning to Create the 'absenteeism_module'/456 Saving the Model and Preparing it for Deployment.en.srt 5.79 KB
59 Case Study - Applying Machine Learning to Create the 'absenteeism_module'/456 Saving the Model and Preparing it for Deployment.mp4 37.45 MB
59 Case Study - Applying Machine Learning to Create the 'absenteeism_module'/457 ARTICLE - A Note on 'pickling'.html 3.03 KB
59 Case Study - Applying Machine Learning to Create the 'absenteeism_module'/458 EXERCISE - Saving the Model (and Scaler).html 1.17 KB
59 Case Study - Applying Machine Learning to Create the 'absenteeism_module'/459 Preparing the Deployment of the Model through a Module.en.srt 5.84 KB
59 Case Study - Applying Machine Learning to Create the 'absenteeism_module'/459 Preparing the Deployment of the Model through a Module.mp4 44.48 MB
59 Case Study - Applying Machine Learning to Create the 'absenteeism_module'/external-assets-links.txt 790 B
60 Case Study - Loading the 'absenteeism_module'/460 Absenteeism-Exercise-Integration.ipynb 62.35 KB
60 Case Study - Loading the 'absenteeism_module'/460 absenteeism-module.py 6.62 KB
60 Case Study - Loading the 'absenteeism_module'/460 Absenteeism-new-data.csv 1.87 KB
60 Case Study - Loading the 'absenteeism_module'/460 Are You Sure You're All Set_.html 1.39 KB
60 Case Study - Loading the 'absenteeism_module'/460 model 1.01 KB
60 Case Study - Loading the 'absenteeism_module'/460 scaler 1.86 KB
60 Case Study - Loading the 'absenteeism_module'/461 Deploying the 'absenteeism_module' - Part I.en.srt 4.94 KB
60 Case Study - Loading the 'absenteeism_module'/461 Deploying the 'absenteeism_module' - Part I.mp4 25.48 MB
60 Case Study - Loading the 'absenteeism_module'/462 Deploying the 'absenteeism_module' - Part II.en.srt 7.81 KB
60 Case Study - Loading the 'absenteeism_module'/462 Deploying the 'absenteeism_module' - Part II.mp4 54.25 MB
60 Case Study - Loading the 'absenteeism_module'/463 Absenteeism-Exercise-Deploying-the-absenteeism-module.ipynb 973 B
60 Case Study - Loading the 'absenteeism_module'/463 Exporting the Obtained Data Set as a _.csv.html 1.87 KB
61 Case Study - Analyzing the Predicted Outputs in Tableau/464 Absenteeism-predictions.csv 2.1 KB
61 Case Study - Analyzing the Predicted Outputs in Tableau/464 EXERCISE - Age vs Probability.html 1.26 KB
61 Case Study - Analyzing the Predicted Outputs in Tableau/465 Absenteeism-predictions.csv 2.1 KB
61 Case Study - Analyzing the Predicted Outputs in Tableau/465 Analyzing Age vs Probability in Tableau.en.srt 10.41 KB
61 Case Study - Analyzing the Predicted Outputs in Tableau/465 Analyzing Age vs Probability in Tableau.mp4 56.55 MB
61 Case Study - Analyzing the Predicted Outputs in Tableau/466 EXERCISE - Reasons vs Probability.html 1.27 KB
61 Case Study - Analyzing the Predicted Outputs in Tableau/467 Analyzing Reasons vs Probability in Tableau.en.srt 9.91 KB
61 Case Study - Analyzing the Predicted Outputs in Tableau/467 Analyzing Reasons vs Probability in Tableau.mp4 59.33 MB
61 Case Study - Analyzing the Predicted Outputs in Tableau/468 EXERCISE - Transportation Expense vs Probability.html 1.44 KB
61 Case Study - Analyzing the Predicted Outputs in Tableau/469 Analyzing Transportation Expense vs Probability in Tableau.en.srt 7.49 KB
61 Case Study - Analyzing the Predicted Outputs in Tableau/469 Analyzing Transportation Expense vs Probability in Tableau.mp4 40.63 MB
62 Appendix - Additional Python Tools/470 Additional-Python-Tools-Exercises.ipynb 11.37 KB
62 Appendix - Additional Python Tools/470 Additional-Python-Tools-Lectures.ipynb 13.47 KB
62 Appendix - Additional Python Tools/470 Additional-Python-Tools-Solutions.ipynb 25.49 KB
62 Appendix - Additional Python Tools/470 Using the .format() Method.en.srt 12.81 KB
62 Appendix - Additional Python Tools/470 Using the .format() Method.mp4 47.63 MB
62 Appendix - Additional Python Tools/471 Iterating Over Range Objects.en.srt 6.26 KB
62 Appendix - Additional Python Tools/471 Iterating Over Range Objects.mp4 22.48 MB
62 Appendix - Additional Python Tools/472 Introduction to Nested For Loops.en.srt 8.61 KB
62 Appendix - Additional Python Tools/472 Introduction to Nested For Loops.mp4 29.46 MB
62 Appendix - Additional Python Tools/473 Triple Nested For Loops.en.srt 8.3 KB
62 Appendix - Additional Python Tools/473 Triple Nested For Loops.mp4 46.59 MB
62 Appendix - Additional Python Tools/474 List Comprehensions.en.srt 12.81 KB
62 Appendix - Additional Python Tools/474 List Comprehensions.mp4 55.45 MB
62 Appendix - Additional Python Tools/475 Additional-Python-Tools-Exercises.ipynb 11.37 KB
62 Appendix - Additional Python Tools/475 Additional-Python-Tools-Lectures.ipynb 13.47 KB
62 Appendix - Additional Python Tools/475 Additional-Python-Tools-Solutions.ipynb 25.49 KB
62 Appendix - Additional Python Tools/475 Anonymous (Lambda) Functions.en.srt 10.24 KB
62 Appendix - Additional Python Tools/475 Anonymous (Lambda) Functions.mp4 38.53 MB
63 Bonus Lecture/476 Bonus Lecture_ Next Steps.html 3.41 KB
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