The Data Science Course 2020 Complete Data Science Bootcamp | 7D485A8BF477E5D78F3BE018DB3801B7EDED9983

The Data Science Course 2020 Complete Data Science Bootcamp

Name	The Data Science Course 2020 - Complete Data Science Bootcamp	DOWNLOAD Copy Link
Total Size	16.4 GB
Total Files	1039
Hash	7D485A8BF477E5D78F3BE018DB3801B7EDED9983

/.../16 Statistics - Practical Example Descriptive Statistics/
093 Practical Example Descriptive Statistics.mp4	168.2 MB
093 2.13.Practical-example.Descriptive-statistics-lesson.xlsx	150.0 KB
093 Practical Example Descriptive Statistics.en.srt	21.3 KB
094 2.13.Practical-example.Descriptive-statistics-exercise-solution.xlsx	149.9 KB
094 2.13.Practical-example.Descriptive-statistics-exercise.xlsx	123.2 KB
094 Practical Example Descriptive Statistics Exercise.html	1.0 KB
/
Visit Coursedrive.org.url	0.1 KB
ReadMe.txt	0.2 KB
/The Data Science Course 2020 - Complete Data Science Bootcamp/
ReadMe.txt	0.2 KB
Visit Coursedrive.org.url	0.1 KB
/.../01 Part 1 Introduction/
001 A Practical Example What You Will Learn in This Course.en.srt	6.5 KB
001 A Practical Example What You Will Learn in This Course.mp4	51.4 MB
002 What Does the Course Cover.en.srt	5.2 KB
002 What Does the Course Cover.mp4	65.3 MB
003 Download All Resources and Important FAQ.html	22.7 KB
003 FAQ-The-Data-Science-Course.pdf	313.4 KB
external-assets-links.txt	0.1 KB
ReadMe.txt	0.2 KB
Visit Coursedrive.org.url	0.1 KB
/.../02 The Field of Data Science - The Various Data Science Disciplines/
004 Data Science and Business Buzzwords Why are there so Many.en.srt	6.8 KB
004 Data Science and Business Buzzwords Why are there so Many.mp4	85.4 MB
005 What is the difference between Analysis and Analytics.en.srt	5.2 KB
005 What is the difference between Analysis and Analytics.mp4	56.2 MB
006 365-DataScience-Diagram.pdf	330.8 KB
006 Business Analytics Data Analytics and Data Science An Introduction.en.srt	10.9 KB
006 Business Analytics Data Analytics and Data Science An Introduction.mp4	67.6 MB
007 365-DataScience-Diagram.pdf	330.8 KB
007 365-DataScience.png	7.3 MB
007 Continuing with BI ML and AI.en.srt	12.2 KB
007 Continuing with BI ML and AI.mp4	114.3 MB
008 365-DataScience.png	7.3 MB
008 A Breakdown of our Data Science Infographic.en.srt	5.2 KB
008 A Breakdown of our Data Science Infographic.mp4	71.0 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	9.2 KB
009 Applying Traditional Data Big Data BI Traditional Data Science and ML.mp4	133.0 MB
/.../04 The Field of Data Science - The Benefits of Each Discipline/
010 The Reason Behind These Disciplines.en.srt	6.7 KB
010 The Reason Behind These Disciplines.mp4	85.1 MB
/.../05 The Field of Data Science - Popular Data Science Techniques/
011 Techniques for Working with Traditional Data.en.srt	10.9 KB
011 Techniques for Working with Traditional Data.mp4	145.0 MB
012 Real Life Examples of Traditional Data.en.srt	2.3 KB
012 Real Life Examples of Traditional Data.mp4	31.4 MB
013 Techniques for Working with Big Data.en.srt	5.8 KB
013 Techniques for Working with Big Data.mp4	79.2 MB
014 Real Life Examples of Big Data.en.srt	1.9 KB
014 Real Life Examples of Big Data.mp4	23.1 MB
015 Business Intelligence (BI) Techniques.en.srt	8.8 KB
015 Business Intelligence (BI) Techniques.mp4	94.3 MB
016 Real Life Examples of Business Intelligence (BI).en.srt	2.2 KB
016 Real Life Examples of Business Intelligence (BI).mp4	31.0 MB
017 Techniques for Working with Traditional Methods.en.srt	11.2 KB
017 Techniques for Working with Traditional Methods.mp4	117.1 MB
018 Real Life Examples of Traditional Methods.en.srt	3.7 KB
018 Real Life Examples of Traditional Methods.mp4	44.9 MB
019 Machine Learning (ML) Techniques.en.srt	8.9 KB
019 Machine Learning (ML) Techniques.mp4	104.1 MB
020 Types of Machine Learning.en.srt	10.8 KB
020 Types of Machine Learning.mp4	131.2 MB
021 Real Life Examples of Machine Learning (ML).en.srt	3.0 KB
021 Real Life Examples of Machine Learning (ML).mp4	38.6 MB
/.../06 The Field of Data Science - Popular Data Science Tools/
022 Necessary Programming Languages and Software Used in Data Science.en.srt	7.5 KB
022 Necessary Programming Languages and Software Used in Data Science.mp4	108.5 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	4.6 KB
023 Finding the Job - What to Expect and What to Look for.mp4	57.0 MB
/.../08 The Field of Data Science - Debunking Common Misconceptions/
024 Debunking Common Misconceptions.en.srt	5.4 KB
024 Debunking Common Misconceptions.mp4	76.4 MB
/.../09 Part 2 Probability/
025 Course-Notes-Basic-Probability.pdf	380.0 KB
025 The Basic Probability Formula.en.srt	9.1 KB
025 The Basic Probability Formula.mp4	90.1 MB
026 Computing Expected Values.en.srt	6.8 KB
026 Computing Expected Values.mp4	79.4 MB
027 Frequency.en.srt	6.6 KB
027 Frequency.mp4	64.7 MB
028 Events and Their Complements.en.srt	6.9 KB
028 Events and Their Complements.mp4	62.0 MB
/.../10 Probability - Combinatorics/
029 Course-Notes-Combinatorics.pdf	231.5 KB
029 Fundamentals of Combinatorics.en.srt	1.3 KB
029 Fundamentals of Combinatorics.mp4	17.0 MB
030 Permutations and How to Use Them.en.srt	4.2 KB
030 Permutations and How to Use Them.mp4	44.8 MB
031 Simple Operations with Factorials.en.srt	3.3 KB
031 Simple Operations with Factorials.mp4	37.9 MB
032 Solving Variations with Repetition.en.srt	3.6 KB
032 Solving Variations with Repetition.mp4	35.7 MB
033 Solving Variations without Repetition.en.srt	4.6 KB
033 Solving Variations without Repetition.mp4	45.2 MB
034 Combinations-With-Repetition.pdf	212.4 KB
034 Solving Combinations.en.srt	5.7 KB
034 Solving Combinations.mp4	60.1 MB
035 Symmetry of Combinations.en.srt	4.4 KB
035 Symmetry of Combinations.mp4	42.3 MB
035 Symmetry-Explained.pdf	87.1 KB
036 Solving Combinations with Separate Sample Spaces.en.srt	3.8 KB
036 Solving Combinations with Separate Sample Spaces.mp4	34.8 MB
037 Combinatorics in Real-Life The Lottery.en.srt	4.2 KB
037 Combinatorics in Real-Life The Lottery.mp4	43.3 MB
038 A Recap of Combinatorics.en.srt	3.8 KB
038 A Recap of Combinatorics.mp4	40.4 MB
039 A Practical Example of Combinatorics.en.srt	14.3 KB
039 A Practical Example of Combinatorics.mp4	140.8 MB
039 Additional-Exercises-Combinatorics-Solutions.pdf	251.6 KB
039 Additional-Exercises-Combinatorics.pdf	109.1 KB
/.../11 Probability - Bayesian Inference/
040 Course-Notes-Bayesian-Inference.pdf	395.3 KB
040 Sets and Events.en.srt	5.2 KB
040 Sets and Events.mp4	56.1 MB
041 Ways Sets Can Interact.en.srt	4.5 KB
041 Ways Sets Can Interact.mp4	49.7 MB
042 Intersection of Sets.en.srt	2.5 KB
042 Intersection of Sets.mp4	28.3 MB
043 Union of Sets.en.srt	5.7 KB
043 Union of Sets.mp4	60.0 MB
044 Mutually Exclusive Sets.en.srt	2.6 KB
044 Mutually Exclusive Sets.mp4	26.6 MB
045 Dependence and Independence of Sets.en.srt	3.5 KB
045 Dependence and Independence of Sets.mp4	36.5 MB
046 The Conditional Probability Formula.en.srt	5.1 KB
046 The Conditional Probability Formula.mp4	48.1 MB
047 The Law of Total Probability.en.srt	3.6 KB
047 The Law of Total Probability.mp4	36.6 MB
048 The Additive Rule.en.srt	2.8 KB
048 The Additive Rule.mp4	28.3 MB
049 The Multiplication Law.en.srt	4.7 KB
049 The Multiplication Law.mp4	51.4 MB
050 Bayes Law.en.srt	7.4 KB
050 Bayes Law.mp4	52.4 MB
051 A Practical Example of Bayesian Inference.en.srt	19.8 KB
051 A Practical Example of Bayesian Inference.mp4	152.2 MB
051 Bayesian-Homework-Solutions.pdf	31.1 KB
051 Bayesian-Homework.pdf	27.9 KB
051 CDS-E7-E8-Hamilton.pdf	865.6 KB
/.../12 Probability - Distributions/
052 Course-Notes-Probability-Distributions.pdf	475.1 KB
052 Fundamentals of Probability Distributions.en.srt	7.7 KB
052 Fundamentals of Probability Distributions.mp4	77.0 MB
053 Types of Probability Distributions.en.srt	9.5 KB
053 Types of Probability Distributions.mp4	74.5 MB
054 Characteristics of Discrete Distributions.en.srt	2.5 KB
054 Characteristics of Discrete Distributions.mp4	23.8 MB
055 Discrete Distributions The Uniform Distribution.en.srt	2.8 KB
055 Discrete Distributions The Uniform Distribution.mp4	25.6 MB
056 Discrete Distributions The Bernoulli Distribution.en.srt	3.9 KB
056 Discrete Distributions The Bernoulli Distribution.mp4	35.8 MB
057 Discrete Distributions The Binomial Distribution.en.srt	8.5 KB
057 Discrete Distributions The Binomial Distribution.mp4	72.2 MB
058 Discrete Distributions The Poisson Distribution.en.srt	6.7 KB
058 Discrete Distributions The Poisson Distribution.mp4	58.5 MB
058 Poisson-Expected-Value-and-Variance.pdf	149.5 KB
059 Characteristics of Continuous Distributions.en.srt	8.9 KB
059 Characteristics of Continuous Distributions.mp4	88.2 MB
059 Solving-Integrals.pdf	352.1 KB
060 Continuous Distributions The Normal Distribution.en.srt	4.9 KB
060 Continuous Distributions The Normal Distribution.mp4	50.6 MB
060 Normal-Distribution-Exp-and-Var.pdf	147.5 KB
061 Continuous Distributions The Standard Normal Distribution.en.srt	5.4 KB
061 Continuous Distributions The Standard Normal Distribution.mp4	50.2 MB
062 Continuous Distributions The Students T Distribution.en.srt	2.9 KB
062 Continuous Distributions The Students T Distribution.mp4	28.5 MB
063 Continuous Distributions The Chi-Squared Distribution.en.srt	2.8 KB
063 Continuous Distributions The Chi-Squared Distribution.mp4	27.6 MB
064 Continuous Distributions The Exponential Distribution.en.srt	4.2 KB
064 Continuous Distributions The Exponential Distribution.mp4	42.2 MB
065 Continuous Distributions The Logistic Distribution.en.srt	5.1 KB
065 Continuous Distributions The Logistic Distribution.mp4	49.3 MB
066 A Practical Example of Probability Distributions.en.srt	20.4 KB
066 A Practical Example of Probability Distributions.mp4	165.5 MB
066 Customers-Membership-post.xlsx	16.0 KB
066 Customers-Membership.xlsx	9.9 KB
066 Daily-Views-post.xlsx	20.7 KB
066 Daily-Views.xlsx	9.8 KB
066 FIFA19-post.csv	9.1 MB
066 FIFA19.csv	9.1 MB
/.../13 Probability - Probability in Other Fields/
067 Probability in Finance.en.srt	10.1 KB
067 Probability in Finance.mp4	103.9 MB
067 Probability-in-Finance-Homework.pdf	113.3 KB
067 Probability-in-Finance-Solutions.pdf	188.9 KB
068 Probability in Statistics.en.srt	8.6 KB
068 Probability in Statistics.mp4	81.0 MB
069 Probability in Data Science.en.srt	6.8 KB
069 Probability in Data Science.mp4	66.6 MB
069 Probability-Cheat-Sheet.pdf	328.0 KB
/.../14 Part 3 Statistics/
070 Course-notes-descriptive-statistics.pdf	493.8 KB
070 Population and Sample.en.srt	5.6 KB
070 Population and Sample.mp4	60.9 MB
070 Statistics-Glossary.xlsx	20.8 KB
/.../15 Statistics - Descriptive Statistics/
071 Course-notes-descriptive-statistics.pdf	493.8 KB
071 Glossary.xlsx	20.4 KB
071 Types of Data.en.srt	6.1 KB
071 Types of Data.mp4	76.0 MB
072 Levels of Measurement.en.srt	4.7 KB
072 Levels of Measurement.mp4	57.0 MB
073 2.3.Categorical-variables.Visualization-techniques-lesson.xlsx	31.5 KB
073 Categorical Variables - Visualization Techniques.en.srt	6.5 KB
073 Categorical Variables - Visualization Techniques.mp4	38.4 MB
074 2.3.Categorical-variables.Visualization-techniques-exercise-solution.xlsx	42.1 KB
074 2.3.Categorical-variables.Visualization-techniques-exercise.xlsx	15.6 KB
074 Categorical Variables Exercise.html	1.0 KB
074 Statistics-PDF-with-Excel-Solutions-that-dont-visualize-properly.pdf	296.1 KB
075 2.4.Numerical-variables.Frequency-distribution-table-lesson.xlsx	11.7 KB
075 Numerical Variables - Frequency Distribution Table.en.srt	4.5 KB
075 Numerical Variables - Frequency Distribution Table.mp4	27.1 MB
076 2.4.Numerical-variables.Frequency-distribution-table-exercise-solution.xlsx	13.5 KB
076 Numerical Variables Exercise.html	1.0 KB
077 2.5.The-Histogram-lesson.xlsx	19.1 KB
077 The Histogram.en.srt	3.1 KB
077 The Histogram.mp4	14.4 MB
078 2.5.The-Histogram-exercise-solution.xlsx	17.5 KB
078 2.5.The-Histogram-exercise.xlsx	15.9 KB
078 Histogram Exercise.html	0.9 KB
078 Statistics-PDF-with-Excel-Solutions-that-dont-visualize-properly.pdf	296.1 KB
079 2.6.Cross-table-and-scatter-plot.xlsx	26.7 KB
079 Cross Tables and Scatter Plots.en.srt	6.8 KB
079 Cross Tables and Scatter Plots.mp4	41.7 MB
080 2.6.Cross-table-and-scatter-plot-exercise-solution.xlsx	41.4 KB
080 2.6.Cross-table-and-scatter-plot-exercise.xlsx	16.7 KB
080 Cross Tables and Scatter Plots Exercise.html	1.0 KB
081 2.7.Mean-median-and-mode-lesson.xlsx	10.7 KB
081 Mean median and mode.en.srt	5.9 KB
081 Mean median and mode.mp4	38.9 MB
082 2.7.Mean-median-and-mode-exercise-solution.xlsx	11.6 KB
082 2.7.Mean-median-and-mode-exercise.xlsx	11.1 KB
082 Mean Median and Mode Exercise.html	1.0 KB
083 2.8.Skewness-lesson.xlsx	35.5 KB
083 Skewness.en.srt	3.7 KB
083 Skewness.mp4	20.3 MB
084 2.8.Skewness-exercise-solution.xlsx	20.3 KB
084 2.8.Skewness-exercise.xlsx	9.7 KB
084 Skewness Exercise.html	0.9 KB
085 2.9.Variance-lesson.xlsx	10.3 KB
085 Variance.en.srt	7.7 KB
085 Variance.mp4	53.4 MB
086 2.9.Variance-exercise-solution.xlsx	11.3 KB
086 2.9.Variance-exercise.xlsx	11.1 KB
086 Variance Exercise.html	1.4 KB
087 2.10.Standard-deviation-and-coefficient-of-variation-lesson.xlsx	11.2 KB
087 Standard Deviation and Coefficient of Variation.en.srt	6.8 KB
087 Standard Deviation and Coefficient of Variation.mp4	47.3 MB
088 2.10.Standard-deviation-and-coefficient-of-variation-exercise-solution.xlsx	12.9 KB
088 2.10.Standard-deviation-and-coefficient-of-variation-exercise.xlsx	11.9 KB
088 Standard Deviation and Coefficient of Variation Exercise.html	1.0 KB
089 2.11.Covariance-lesson.xlsx	25.5 KB
089 Covariance.en.srt	5.0 KB
089 Covariance.mp4	28.8 MB
090 2.11.Covariance-exercise-solution.xlsx	30.2 KB
090 2.11.Covariance-exercise.xlsx	20.7 KB
090 Covariance Exercise.html	0.9 KB
091 Correlation Coefficient.en.srt	4.8 KB
091 Correlation Coefficient.mp4	30.8 MB
092 2.12.Correlation-exercise-solution.xlsx	30.2 KB
092 2.12.Correlation-exercise.xlsx	30.0 KB
092 Correlation Coefficient Exercise.html	1.0 KB
/.../17 Statistics - Inferential Statistics Fundamentals/
095 Course-notes-inferential-statistics.pdf	391.5 KB
095 Introduction.en.srt	1.7 KB
095 Introduction.mp4	16.2 MB
096 3.2.What-is-a-distribution-lesson.xlsx	19.9 KB
096 Course-notes-inferential-statistics.pdf	391.5 KB
096 What is a Distribution.en.srt	6.0 KB
096 What is a Distribution.mp4	64.6 MB
097 The Normal Distribution.en.srt	5.0 KB
097 The Normal Distribution.mp4	52.3 MB
098 3.4.Standard-normal-distribution-lesson.xlsx	10.6 KB
098 The Standard Normal Distribution.en.srt	4.0 KB
098 The Standard Normal Distribution.mp4	23.6 MB
099 3.4.Standard-normal-distribution-exercise-solution.xlsx	24.6 KB
099 3.4.Standard-normal-distribution-exercise.xlsx	12.3 KB
099 The Standard Normal Distribution Exercise.html	1.0 KB
100 Central Limit Theorem.en.srt	5.8 KB
100 Central Limit Theorem.mp4	65.9 MB
101 Standard error.en.srt	2.1 KB
101 Standard error.mp4	23.9 MB
102 Estimators and Estimates.en.srt	3.8 KB
102 Estimators and Estimates.mp4	50.1 MB
/.../18 Statistics - Inferential Statistics Confidence Intervals/
103 What are Confidence Intervals.en.srt	3.3 KB
103 What are Confidence Intervals.mp4	52.4 MB
104 3.9.Population-variance-known-z-score-lesson.xlsx	11.5 KB
104 3.9.The-z-table.xlsx	26.2 KB
104 Confidence Intervals Population Variance Known Z-score.en.srt	10.0 KB
104 Confidence Intervals Population Variance Known Z-score.mp4	82.0 MB
105 3.9.Population-variance-known-z-score-exercise-solution.xlsx	11.4 KB
105 3.9.Population-variance-known-z-score-exercise.xlsx	11.1 KB
105 3.9.The-z-table.xlsx	26.2 KB
105 Confidence Intervals Population Variance Known Z-score Exercise.html	1.0 KB
106 Confidence Interval Clarifications.en.srt	5.5 KB
106 Confidence Interval Clarifications.mp4	59.8 MB
107 Students T Distribution.en.srt	4.2 KB
107 Students T Distribution.mp4	37.2 MB
108 3.11.Population-variance-unknown-t-score-lesson.xlsx	11.0 KB
108 3.11.The-t-table.xlsx	16.2 KB
108 Confidence Intervals Population Variance Unknown T-score.en.srt	5.8 KB
108 Confidence Intervals Population Variance Unknown T-score.mp4	33.8 MB
109 3.11.Population-variance-unknown-t-score-exercise-solution.xlsx	11.4 KB
109 3.11.Population-variance-unknown-t-score-exercise.xlsx	10.9 KB
109 3.11.The-t-table.xlsx	16.2 KB
109 Confidence Intervals Population Variance Unknown T-score Exercise.html	1.0 KB
110 Margin of Error.en.srt	6.3 KB
110 Margin of Error.mp4	49.5 MB
111 3.13.Confidence-intervals.Two-means.Dependent-samples-lesson.xlsx	10.7 KB
111 Confidence intervals. Two means. Dependent samples.en.srt	8.2 KB
111 Confidence intervals. Two means. Dependent samples.mp4	73.9 MB
112 3.13.Confidence-intervals.Two-means.Dependent-samples-exercise-solution.xlsx	14.6 KB
112 3.13.Confidence-intervals.Two-means.Dependent-samples-exercise.xlsx	14.1 KB
112 Confidence intervals. Two means. Dependent samples Exercise.html	1.0 KB
113 3.14.Confidence-intervals.Two-means.Independent-samples-Part-1-lesson.xlsx	10.1 KB
113 Confidence intervals. Two means. Independent Samples (Part 1).en.srt	6.2 KB
113 Confidence intervals. Two means. Independent Samples (Part 1).mp4	30.2 MB
114 3.14.Confidence-intervals.Two-means.Independent-samples-Part-1-exercise-solution.xlsx	10.4 KB
114 3.14.Confidence-intervals.Two-means.Independent-samples-Part-1-exercise.xlsx	10.1 KB
114 Confidence intervals. Two means. Independent Samples (Part 1). Exercise.html	1.0 KB
115 3.15.Confidence-intervals.Two-means.Independent-samples-Part-2-lesson.xlsx	9.7 KB
115 Confidence intervals. Two means. Independent Samples (Part 2).en.srt	4.6 KB
115 Confidence intervals. Two means. Independent Samples (Part 2).mp4	28.1 MB
116 3.15.Confidence-intervals.Two-means.Independent-samples-Part-2-exercise-solution.xlsx	10.0 KB
116 3.15.Confidence-intervals.Two-means.Independent-samples-Part-2-exercise.xlsx	9.4 KB
116 Confidence intervals. Two means. Independent Samples (Part 2). Exercise.html	1.0 KB
117 Confidence intervals. Two means. Independent Samples (Part 3).en.srt	2.0 KB
117 Confidence intervals. Two means. Independent Samples (Part 3).mp4	20.9 MB
/.../19 Statistics - Practical Example Inferential Statistics/
118 3.17.Practical-example.Confidence-intervals-lesson.xlsx	1.8 MB
118 Practical Example Inferential Statistics.en.srt	14.0 KB
118 Practical Example Inferential Statistics.mp4	107.6 MB
119 3.17.Practical-example.Confidence-intervals-exercise-solution.xlsx	1.9 MB
119 3.17.Practical-example.Confidence-intervals-exercise.xlsx	1.8 MB
119 Practical Example Inferential Statistics Exercise.html	1.0 KB
/.../20 Statistics - Hypothesis Testing/
120 Course-notes-hypothesis-testing.pdf	672.2 KB
120 Null vs Alternative Hypothesis.en.srt	7.1 KB
120 Null vs Alternative Hypothesis.mp4	96.5 MB
121 Further Reading on Null and Alternative Hypothesis.html	3.2 KB
122 Course-notes-hypothesis-testing.pdf	672.2 KB
122 Rejection Region and Significance Level.en.srt	8.9 KB
122 Rejection Region and Significance Level.mp4	86.6 MB
123 Type I Error and Type II Error.en.srt	5.8 KB
123 Type I Error and Type II Error.mp4	46.1 MB
124 4.4.Test-for-the-mean.Population-variance-known-lesson.xlsx	11.2 KB
124 Test for the Mean. Population Variance Known.en.srt	8.3 KB
124 Test for the Mean. Population Variance Known.mp4	56.9 MB
125 4.4.Test-for-the-mean.Population-variance-known-exercise-solution.xlsx	11.5 KB
125 4.4.Test-for-the-mean.Population-variance-known-exercise.xlsx	11.3 KB
125 Test for the Mean. Population Variance Known Exercise.html	1.0 KB
126 Online-p-value-calculator.pdf	1.2 MB
126 p-value.en.srt	5.2 KB
126 p-value.mp4	58.6 MB
127 4.6.Test-for-the-mean.Population-variance-unknown-lesson.xlsx	14.9 KB
127 Test for the Mean. Population Variance Unknown.en.srt	5.9 KB
127 Test for the Mean. Population Variance Unknown.mp4	42.2 MB
128 4.6.Test-for-the-mean.Population-variance-unknown-exercise-solution.xlsx	12.9 KB
128 4.6.Test-for-the-mean.Population-variance-unknown-exercise.xlsx	11.6 KB
128 Test for the Mean. Population Variance Unknown Exercise.html	1.0 KB
129 4.7.Test-for-the-mean.Dependent-samples-lesson.xlsx	10.0 KB
129 Test for the Mean. Dependent Samples.en.srt	6.4 KB
129 Test for the Mean. Dependent Samples.mp4	52.8 MB
130 4.7.Test-for-the-mean.Dependent-samples-exercise-solution.xlsx	14.7 KB
130 4.7.Test-for-the-mean.Dependent-samples-exercise.xlsx	13.1 KB
130 Test for the Mean. Dependent Samples Exercise.html	1.0 KB
131 4.8.Test-for-the-mean.Independent-samples-Part-1-lesson.xlsx	9.9 KB
131 Test for the mean. Independent Samples (Part 1).en.srt	5.6 KB
131 Test for the mean. Independent Samples (Part 1).mp4	35.6 MB
132 4.8.Test-for-the-mean.Independent-samples-Part-1-exercise-solution.xlsx	11.5 KB
132 4.8.Test-for-the-mean.Independent-samples-Part-1-exercise.xlsx	11.0 KB
132 Test for the mean. Independent Samples (Part 1). Exercise.html	1.0 KB
133 4.9.Test-for-the-mean.Independent-samples-Part-2-lesson.xlsx	9.5 KB
133 Test for the mean. Independent Samples (Part 2).en.srt	5.3 KB
133 Test for the mean. Independent Samples (Part 2).mp4	38.2 MB
134 4.9.Test-for-the-mean.Independent-samples-Part-2-exercise-2-solution.xlsx	11.7 KB
134 4.9.Test-for-the-mean.Independent-samples-Part-2-exercise-2.xlsx	10.8 KB
134 Test for the mean. Independent Samples (Part 2). Exercise.html	1.0 KB
/.../21 Statistics - Practical Example Hypothesis Testing/
135 4.10.Hypothesis-testing-section-practical-example.xlsx	53.0 KB
135 Practical Example Hypothesis Testing.en.srt	8.7 KB
135 Practical Example Hypothesis Testing.mp4	72.9 MB
136 4.10.Hypothesis-testing-section-practical-example-exercise-solution.xlsx	45.1 KB
136 4.10.Hypothesis-testing-section-practical-example-exercise.xlsx	44.4 KB
136 Practical Example Hypothesis Testing Exercise.html	1.0 KB
/.../22 Part 4 Introduction to Python/
137 Introduction to Programming.en.srt	7.1 KB
137 Introduction to Programming.mp4	61.4 MB
138 Why Python.en.srt	7.1 KB
138 Why Python.mp4	78.7 MB
139 Why Jupyter.en.srt	4.7 KB
139 Why Jupyter.mp4	46.5 MB
140 Installing Python and Jupyter.en.srt	9.1 KB
140 Installing Python and Jupyter.mp4	53.5 MB
141 Understanding Jupyters Interface - the Notebook Dashboard.en.srt	3.8 KB
141 Understanding Jupyters Interface - the Notebook Dashboard.mp4	14.5 MB
142 Prerequisites for Coding in the Jupyter Notebooks.en.srt	8.0 KB
142 Prerequisites for Coding in the Jupyter Notebooks.mp4	32.1 MB
143 Python 2 vs Python 3.en.srt	3.4 KB
143 Python 2 vs Python 3.mp4	11.8 MB
143 Python-Introduction-Course-Notes.pdf	2.1 MB
/.../23 Python - Variables and Data Types/
144 Python-Introduction-Course-Notes.pdf	2.1 MB
144 Variables.en.srt	6.2 KB
144 Variables.mp4	26.5 MB
145 Numbers and Boolean Values in Python.en.srt	3.8 KB
145 Numbers and Boolean Values in Python.mp4	17.9 MB
146 Python Strings.en.srt	14.9 KB
146 Python Strings.mp4	53.1 MB
external-assets-links.txt	0.3 KB
/.../24 Python - Basic Python Syntax/
147 Using Arithmetic Operators in Python.en.srt	4.2 KB
147 Using Arithmetic Operators in Python.mp4	19.8 MB
148 The Double Equality Sign.en.srt	1.9 KB
148 The Double Equality Sign.mp4	6.3 MB
149 How to Reassign Values.en.srt	1.3 KB
149 How to Reassign Values.mp4	4.2 MB
150 Add Comments.en.srt	4.0 KB
150 Add Comments.mp4	11.8 MB
151 Understanding Line Continuation.en.srt	1.2 KB
151 Understanding Line Continuation.mp4	2.5 MB
152 Indexing Elements.en.srt	1.7 KB
152 Indexing Elements.mp4	6.2 MB
153 Structuring with Indentation.en.srt	4.8 KB
153 Structuring with Indentation.mp4	13.8 MB
external-assets-links.txt	0.8 KB
/.../25 Python - Other Python Operators/
154 Comparison Operators.en.srt	2.5 KB
154 Comparison Operators.mp4	10.7 MB
155 Logical and Identity Operators.en.srt	5.9 KB
155 Logical and Identity Operators.mp4	31.5 MB
external-assets-links.txt	0.2 KB
/.../26 Python - Conditional Statements/
156 The IF Statement.en.srt	7.8 KB
156 The IF Statement.mp4	24.4 MB
157 The ELSE Statement.en.srt	6.4 KB
157 The ELSE Statement.mp4	24.4 MB
158 The ELIF Statement.en.srt	13.5 KB
158 The ELIF Statement.mp4	55.9 MB
159 A Note on Boolean Values.en.srt	6.4 KB
159 A Note on Boolean Values.mp4	21.0 MB
external-assets-links.txt	0.5 KB
/.../27 Python - Python Functions/
160 Defining a Function in Python.en.srt	5.4 KB
160 Defining a Function in Python.mp4	15.5 MB
161 How to Create a Function with a Parameter.en.srt	9.2 KB
161 How to Create a Function with a Parameter.mp4	40.0 MB
162 Defining a Function in Python - Part II.en.srt	6.6 KB
162 Defining a Function in Python - Part II.mp4	26.5 MB
163 How to Use a Function within a Function.en.srt	2.1 KB
163 How to Use a Function within a Function.mp4	8.5 MB
164 Conditional Statements and Functions.en.srt	3.6 KB
164 Conditional Statements and Functions.mp4	16.4 MB
165 Functions Containing a Few Arguments.en.srt	3.1 KB
165 Functions Containing a Few Arguments.mp4	15.4 MB
166 Built-in Functions in Python.en.srt	4.3 KB
166 Built-in Functions in Python.mp4	23.1 MB
external-assets-links.txt	0.9 KB
/.../28 Python - Sequences/
167 Lists.en.srt	10.1 KB
167 Lists.mp4	39.6 MB
168 Using Methods.en.srt	8.6 KB
168 Using Methods.mp4	39.4 MB
169 List Slicing.en.srt	5.7 KB
169 List Slicing.mp4	32.3 MB
170 Tuples.en.srt	7.1 KB
170 Tuples.mp4	30.9 MB
171 Dictionaries.en.srt	8.6 KB
171 Dictionaries.mp4	43.7 MB
external-assets-links.txt	0.5 KB
/.../29 Python - Iterations/
172 For Loops.en.srt	6.7 KB
172 For Loops.mp4	24.7 MB
173 While Loops and Incrementing.en.srt	6.0 KB
173 While Loops and Incrementing.mp4	29.8 MB
174 Lists with the range() Function.en.srt	7.8 KB
174 Lists with the range() Function.mp4	27.0 MB
175 Conditional Statements and Loops.en.srt	7.6 KB
175 Conditional Statements and Loops.mp4	29.1 MB
176 Conditional Statements Functions and Loops.en.srt	2.5 KB
176 Conditional Statements Functions and Loops.mp4	9.9 MB
177 How to Iterate over Dictionaries.en.srt	8.1 KB
177 How to Iterate over Dictionaries.mp4	31.1 MB
external-assets-links.txt	0.7 KB
/.../30 Python - Advanced Python Tools/
178 Object Oriented Programming.en.srt	6.2 KB
178 Object Oriented Programming.mp4	35.2 MB
179 Modules and Packages.en.srt	1.3 KB
179 Modules and Packages.mp4	8.9 MB
180 What is the Standard Library.en.srt	3.6 KB
180 What is the Standard Library.mp4	18.9 MB
181 Importing Modules in Python.en.srt	4.9 KB
181 Importing Modules in Python.mp4	20.9 MB
/.../31 Part 5 Advanced Statistical Methods in Python/
182 Course-notes-regression-analysis.pdf	319.7 KB
182 Introduction to Regression Analysis.en.srt	2.3 KB
182 Introduction to Regression Analysis.mp4	18.2 MB
/.../32 Advanced Statistical Methods - Linear Regression with StatsModels/
183 Course-notes-regression-analysis.pdf	319.7 KB
183 The Linear Regression Model.en.srt	7.2 KB
183 The Linear Regression Model.mp4	60.2 MB
184 Correlation vs Regression.en.srt	2.1 KB
184 Correlation vs Regression.mp4	15.4 MB
185 Geometrical Representation of the Linear Regression Model.en.srt	1.7 KB
185 Geometrical Representation of the Linear Regression Model.mp4	5.4 MB
186 Python Packages Installation.en.srt	5.8 KB
186 Python Packages Installation.mp4	42.6 MB
187 First Regression in Python.en.srt	8.1 KB
187 First Regression in Python.mp4	46.7 MB
188 First Regression in Python Exercise.html	2.2 KB
189 Using Seaborn for Graphs.en.srt	1.5 KB
189 Using Seaborn for Graphs.mp4	12.8 MB
190 How to Interpret the Regression Table.en.srt	6.5 KB
190 How to Interpret the Regression Table.mp4	46.8 MB
191 Decomposition of Variability.en.srt	4.3 KB
191 Decomposition of Variability.mp4	52.1 MB
192 What is the OLS.en.srt	3.9 KB
192 What is the OLS.mp4	29.7 MB
193 R-Squared.en.srt	6.7 KB
193 R-Squared.mp4	43.0 MB
external-assets-links.txt	0.2 KB
/.../33 Advanced Statistical Methods - Multiple Linear Regression with StatsModels/
194 Multiple Linear Regression.en.srt	3.4 KB
194 Multiple Linear Regression.mp4	22.6 MB
195 Adjusted R-Squared.en.srt	7.7 KB
195 Adjusted R-Squared.mp4	57.5 MB
196 Multiple Linear Regression Exercise.html	1.0 KB
197 Test for Significance of the Model (F-Test).en.srt	2.6 KB
197 Test for Significance of the Model (F-Test).mp4	17.2 MB
198 OLS Assumptions.en.srt	3.1 KB
198 OLS Assumptions.mp4	22.9 MB
199 A1 Linearity.en.srt	2.4 KB
199 A1 Linearity.mp4	13.2 MB
200 A2 No Endogeneity.en.srt	5.4 KB
200 A2 No Endogeneity.mp4	37.4 MB
201 A3 Normality and Homoscedasticity.en.srt	6.8 KB
201 A3 Normality and Homoscedasticity.mp4	44.8 MB
202 A4 No Autocorrelation.en.srt	5.0 KB
202 A4 No Autocorrelation.mp4	33.0 MB
203 A5 No Multicollinearity.en.srt	4.7 KB
203 A5 No Multicollinearity.mp4	30.1 MB
204 Dealing with Categorical Data - Dummy Variables.en.srt	8.3 KB
204 Dealing with Categorical Data - Dummy Variables.mp4	58.4 MB
205 Dealing with Categorical Data - Dummy Variables.html	1.0 KB
206 Making Predictions with the Linear Regression.en.srt	4.6 KB
206 Making Predictions with the Linear Regression.mp4	25.9 MB
external-assets-links.txt	0.5 KB
/.../34 Advanced Statistical Methods - Linear Regression with sklearn/
207 What is sklearn and How is it Different from Other Packages.en.srt	3.5 KB
207 What is sklearn and How is it Different from Other Packages.mp4	28.6 MB
208 How are Going to Approach this Section.en.srt	3.0 KB
208 How are Going to Approach this Section.mp4	20.3 MB
209 1.01.Simple-linear-regression.csv	0.9 KB
209 Simple Linear Regression with sklearn.en.srt	7.5 KB
209 Simple Linear Regression with sklearn.mp4	36.5 MB
210 1.01.Simple-linear-regression.csv	0.9 KB
210 Simple Linear Regression with sklearn - A StatsModels-like Summary Table.en.srt	6.9 KB
210 Simple Linear Regression with sklearn - A StatsModels-like Summary Table.mp4	33.6 MB
211 A Note on Normalization.html	1.6 KB
212 Simple Linear Regression with sklearn - Exercise.html	1.0 KB
213 1.02.Multiple-linear-regression.csv	1.1 KB
213 Multiple Linear Regression with sklearn.en.srt	4.3 KB
213 Multiple Linear Regression with sklearn.mp4	21.0 MB
214 1.02.Multiple-linear-regression.csv	1.1 KB
214 Calculating the Adjusted R-Squared in sklearn.en.srt	6.4 KB
214 Calculating the Adjusted R-Squared in sklearn.mp4	32.4 MB
215 Calculating the Adjusted R-Squared in sklearn - Exercise.html	1.0 KB
216 Feature Selection (F-regression).en.srt	6.8 KB
216 Feature Selection (F-regression).mp4	30.9 MB
217 A Note on Calculation of P-values with sklearn.html	1.3 KB
218 Creating a Summary Table with P-values.en.srt	3.1 KB
218 Creating a Summary Table with P-values.mp4	12.9 MB
219 Multiple Linear Regression - Exercise.html	1.0 KB
220 Feature Scaling (Standardization).en.srt	7.9 KB
220 Feature Scaling (Standardization).mp4	41.0 MB
221 Feature Selection through Standardization of Weights.en.srt	7.4 KB
221 Feature Selection through Standardization of Weights.mp4	36.6 MB
222 Predicting with the Standardized Coefficients.en.srt	5.7 KB
222 Predicting with the Standardized Coefficients.mp4	27.2 MB
223 Feature Scaling (Standardization) - Exercise.html	1.0 KB
224 Underfitting and Overfitting.en.srt	3.5 KB
224 Underfitting and Overfitting.mp4	17.8 MB
225 Train - Test Split Explained.en.srt	9.8 KB
225 Train - Test Split Explained.mp4	51.6 MB
external-assets-links.txt	2.5 KB
/.../35 Advanced Statistical Methods - Practical Example Linear Regression/
226 Practical Example Linear Regression (Part 1).en.srt	15.2 KB
226 Practical Example Linear Regression (Part 1).mp4	101.8 MB
227 Practical Example Linear Regression (Part 2).en.srt	8.2 KB
227 Practical Example Linear Regression (Part 2).mp4	48.2 MB
228 A Note on Multicollinearity.html	1.7 KB
229 Practical Example Linear Regression (Part 3).en.srt	4.2 KB
229 Practical Example Linear Regression (Part 3).mp4	24.8 MB
230 Dummies and Variance Inflation Factor - Exercise.html	1.0 KB
231 Practical Example Linear Regression (Part 4).en.srt	11.8 KB
231 Practical Example Linear Regression (Part 4).mp4	58.8 MB
232 Dummy Variables - Exercise.html	1.6 KB
233 Practical Example Linear Regression (Part 5).en.srt	10.8 KB
233 Practical Example Linear Regression (Part 5).mp4	60.7 MB
234 Linear Regression - Exercise.html	1.4 KB
external-assets-links.txt	0.8 KB
/.../36 Advanced Statistical Methods - Logistic Regression/
235 Course-Notes-Logistic-Regression.pdf	343.2 KB
235 Introduction to Logistic Regression.en.srt	1.7 KB
235 Introduction to Logistic Regression.mp4	28.4 MB
236 A Simple Example in Python.en.srt	5.9 KB
236 A Simple Example in Python.mp4	36.4 MB
236 Course-Notes-Logistic-Regression.pdf	343.2 KB
237 Logistic vs Logit Function.en.srt	5.0 KB
237 Logistic vs Logit Function.mp4	90.7 MB
238 Building a Logistic Regression.en.srt	3.4 KB
238 Building a Logistic Regression.mp4	17.9 MB
239 Building a Logistic Regression - Exercise.html	1.0 KB
239 Example-bank-data.csv	6.4 KB
240 An Invaluable Coding Tip.en.srt	3.3 KB
240 An Invaluable Coding Tip.mp4	24.2 MB
241 Understanding Logistic Regression Tables.en.srt	5.7 KB
241 Understanding Logistic Regression Tables.mp4	32.0 MB
242 Bank-data.csv	20.0 KB
242 Understanding Logistic Regression Tables - Exercise.html	1.0 KB
243 What do the Odds Actually Mean.en.srt	4.9 KB
243 What do the Odds Actually Mean.mp4	33.8 MB
244 Binary Predictors in a Logistic Regression.en.srt	5.5 KB
244 Binary Predictors in a Logistic Regression.mp4	40.3 MB
245 Bank-data.csv	20.0 KB
245 Binary Predictors in a Logistic Regression - Exercise.html	1.0 KB
246 Calculating the Accuracy of the Model.en.srt	4.2 KB
246 Calculating the Accuracy of the Model.mp4	34.5 MB
247 Bank-data.csv	20.0 KB
247 Calculating the Accuracy of the Model.html	1.0 KB
248 Underfitting and Overfitting.en.srt	5.1 KB
248 Underfitting and Overfitting.mp4	23.4 MB
249 Testing the Model.en.srt	6.7 KB
249 Testing the Model.mp4	33.8 MB
250 Bank-data-testing.csv	8.5 KB
250 Bank-data.csv	20.0 KB
250 Testing the Model - Exercise.html	1.0 KB
external-assets-links.txt	1.0 KB
/.../37 Advanced Statistical Methods - Cluster Analysis/
251 Course-Notes-Cluster-Analysis.pdf	213.7 KB
251 Introduction to Cluster Analysis.en.srt	4.9 KB
251 Introduction to Cluster Analysis.mp4	56.0 MB
252 Course-Notes-Cluster-Analysis.pdf	213.7 KB
252 Some Examples of Clusters.en.srt	6.4 KB
252 Some Examples of Clusters.mp4	75.0 MB
253 Difference between Classification and Clustering.en.srt	3.4 KB
253 Difference between Classification and Clustering.mp4	37.9 MB
254 Math Prerequisites.en.srt	4.2 KB
254 Math Prerequisites.mp4	15.3 MB
/.../38 Advanced Statistical Methods - K-Means Clustering/
255 K-Means Clustering.en.srt	6.8 KB
255 K-Means Clustering.mp4	28.6 MB
256 A Simple Example of Clustering.en.srt	9.8 KB
256 A Simple Example of Clustering.mp4	54.3 MB
257 A Simple Example of Clustering - Exercise.html	1.0 KB
257 Countries-exercise.csv	8.5 KB
258 Clustering Categorical Data.en.srt	3.3 KB
258 Clustering Categorical Data.mp4	22.3 MB
259 Categorical.csv	10.6 KB
259 Clustering Categorical Data - Exercise.html	1.0 KB
260 How to Choose the Number of Clusters.en.srt	7.5 KB
260 How to Choose the Number of Clusters.mp4	46.3 MB
261 Countries-exercise.csv	8.5 KB
261 How to Choose the Number of Clusters - Exercise.html	1.0 KB
262 Pros and Cons of K-Means Clustering.en.srt	4.7 KB
262 Pros and Cons of K-Means Clustering.mp4	39.5 MB
263 To Standardize or not to Standardize.en.srt	6.0 KB
263 To Standardize or not to Standardize.mp4	31.6 MB
264 Relationship between Clustering and Regression.en.srt	2.2 KB
264 Relationship between Clustering and Regression.mp4	10.4 MB
265 Market Segmentation with Cluster Analysis (Part 1).en.srt	7.7 KB
265 Market Segmentation with Cluster Analysis (Part 1).mp4	45.1 MB
266 Market Segmentation with Cluster Analysis (Part 2).en.srt	9.4 KB
266 Market Segmentation with Cluster Analysis (Part 2).mp4	58.8 MB
267 How is Clustering Useful.en.srt	6.5 KB
267 How is Clustering Useful.mp4	78.1 MB
268 EXERCISE Species Segmentation with Cluster Analysis (Part 1).html	1.0 KB
268 iris-dataset.csv	2.5 KB
269 EXERCISE Species Segmentation with Cluster Analysis (Part 2).html	1.0 KB
269 iris-dataset.csv	2.5 KB
269 iris-with-answers.csv	3.7 KB
external-assets-links.txt	1.0 KB
/.../39 Advanced Statistical Methods - Other Types of Clustering/
270 Types of Clustering.en.srt	4.8 KB
270 Types of Clustering.mp4	46.7 MB
271 Dendrogram.en.srt	7.5 KB
271 Dendrogram.mp4	30.5 MB
272 Heatmaps.en.srt	6.5 KB
272 Heatmaps.mp4	31.1 MB
external-assets-links.txt	0.1 KB
/.../40 Part 6 Mathematics/
273 What is a Matrix.en.srt	4.4 KB
273 What is a Matrix.mp4	35.2 MB
274 Scalars and Vectors.en.srt	3.9 KB
274 Scalars and Vectors.mp4	35.5 MB
275 Linear Algebra and Geometry.en.srt	4.2 KB
275 Linear Algebra and Geometry.mp4	52.2 MB
276 Arrays in Python - A Convenient Way To Represent Matrices.en.srt	6.3 KB
276 Arrays in Python - A Convenient Way To Represent Matrices.mp4	28.0 MB
277 What is a Tensor.en.srt	3.7 KB
277 What is a Tensor.mp4	23.6 MB
278 Addition and Subtraction of Matrices.en.srt	4.1 KB
278 Addition and Subtraction of Matrices.mp4	34.2 MB
279 Errors when Adding Matrices.en.srt	2.6 KB
279 Errors when Adding Matrices.mp4	11.7 MB
280 Transpose of a Matrix.en.srt	5.5 KB
280 Transpose of a Matrix.mp4	39.9 MB
281 Dot Product.en.srt	4.4 KB
281 Dot Product.mp4	25.2 MB
282 Dot Product of Matrices.en.srt	9.7 KB
282 Dot Product of Matrices.mp4	51.8 MB
283 Why is Linear Algebra Useful.en.srt	12.1 KB
283 Why is Linear Algebra Useful.mp4	151.3 MB
external-assets-links.txt	1.1 KB
/.../41 Part 7 Deep Learning/
284 What to Expect from this Part.en.srt	4.7 KB
284 What to Expect from this Part.mp4	32.6 MB
/.../42 Deep Learning - Introduction to Neural Networks/
285 Course-Notes-Section-2.pdf	592.0 KB
285 Introduction to Neural Networks.en.srt	6.0 KB
285 Introduction to Neural Networks.mp4	45.0 MB
286 Course-Notes-Section-2.pdf	592.0 KB
286 Training the Model.en.srt	4.4 KB
286 Training the Model.mp4	30.1 MB
287 Types of Machine Learning.en.srt	5.4 KB
287 Types of Machine Learning.mp4	47.3 MB
288 The Linear Model (Linear Algebraic Version).en.srt	4.0 KB
288 The Linear Model (Linear Algebraic Version).mp4	29.8 MB
289 The Linear Model with Multiple Inputs.en.srt	3.2 KB
289 The Linear Model with Multiple Inputs.mp4	26.3 MB
290 The Linear model with Multiple Inputs and Multiple Outputs.en.srt	5.6 KB
290 The Linear model with Multiple Inputs and Multiple Outputs.mp4	40.2 MB
291 Graphical Representation of Simple Neural Networks.en.srt	2.8 KB
291 Graphical Representation of Simple Neural Networks.mp4	23.7 MB
292 What is the Objective Function.en.srt	2.2 KB
292 What is the Objective Function.mp4	18.8 MB
293 Common Objective Functions L2-norm Loss.en.srt	2.8 KB
293 Common Objective Functions L2-norm Loss.mp4	24.4 MB
294 Common Objective Functions Cross-Entropy Loss.en.srt	5.4 KB
294 Common Objective Functions Cross-Entropy Loss.mp4	39.0 MB
295 GD-function-example.xlsx	43.4 KB
295 Optimization Algorithm 1-Parameter Gradient Descent.en.srt	8.7 KB
295 Optimization Algorithm 1-Parameter Gradient Descent.mp4	58.3 MB
296 Optimization Algorithm n-Parameter Gradient Descent.en.srt	7.7 KB
296 Optimization Algorithm n-Parameter Gradient Descent.mp4	41.3 MB
/.../43 Deep Learning - How to Build a Neural Network from Scratch with NumPy/
297 Basic NN Example (Part 1).en.srt	4.6 KB
297 Basic NN Example (Part 1).mp4	21.6 MB
297 Shortcuts-for-Jupyter.pdf	634.0 KB
298 Basic NN Example (Part 2).en.srt	7.0 KB
298 Basic NN Example (Part 2).mp4	36.6 MB
299 Basic NN Example (Part 3).en.srt	4.6 KB
299 Basic NN Example (Part 3).mp4	25.6 MB
300 Basic NN Example (Part 4).en.srt	11.1 KB
300 Basic NN Example (Part 4).mp4	64.1 MB
301 Basic NN Example Exercises.html	2.6 KB
external-assets-links.txt	1.8 KB
/.../44 Deep Learning - TensorFlow 2.0 Introduction/
302 How to Install TensorFlow 2.0.en.srt	6.5 KB
302 How to Install TensorFlow 2.0.mp4	40.6 MB
302 Shortcuts-for-Jupyter.pdf	634.0 KB
303 TensorFlow Outline and Comparison with Other Libraries.en.srt	5.4 KB
303 TensorFlow Outline and Comparison with Other Libraries.mp4	35.1 MB
304 TensorFlow 1 vs TensorFlow 2.en.srt	3.7 KB
304 TensorFlow 1 vs TensorFlow 2.mp4	23.1 MB
305 A Note on TensorFlow 2 Syntax.en.srt	1.4 KB
305 A Note on TensorFlow 2 Syntax.mp4	7.1 MB
306 Types of File Formats Supporting TensorFlow.en.srt	3.6 KB
306 Types of File Formats Supporting TensorFlow.mp4	17.2 MB
307 Outlining the Model with TensorFlow 2.en.srt	8.0 KB
307 Outlining the Model with TensorFlow 2.mp4	36.4 MB
308 Interpreting the Result and Extracting the Weights and Bias.en.srt	6.4 KB
308 Interpreting the Result and Extracting the Weights and Bias.mp4	31.7 MB
309 Customizing a TensorFlow 2 Model.en.srt	4.2 KB
309 Customizing a TensorFlow 2 Model.mp4	24.0 MB
310 Basic NN with TensorFlow Exercises.html	2.2 KB
external-assets-links.txt	0.5 KB
/.../45 Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/
311 Course-Notes-Section-6.pdf	958.9 KB
311 What is a Layer.en.srt	2.4 KB
311 What is a Layer.mp4	13.1 MB
312 Course-Notes-Section-6.pdf	958.9 KB
312 What is a Deep Net.en.srt	3.3 KB
312 What is a Deep Net.mp4	31.0 MB
313 Digging into a Deep Net.en.srt	6.9 KB
313 Digging into a Deep Net.mp4	62.2 MB
314 Non-Linearities and their Purpose.en.srt	4.0 KB
314 Non-Linearities and their Purpose.mp4	29.0 MB
315 Activation Functions.en.srt	5.4 KB
315 Activation Functions.mp4	26.3 MB
316 Activation Functions Softmax Activation.en.srt	4.6 KB
316 Activation Functions Softmax Activation.mp4	27.2 MB
317 Backpropagation.en.srt	4.6 KB
317 Backpropagation.mp4	36.6 MB
318 Backpropagation Picture.en.srt	4.1 KB
318 Backpropagation Picture.mp4	20.4 MB
319 Backpropagation - A Peek into the Mathematics of Optimization.html	1.4 KB
319 Backpropagation-a-peek-into-the-Mathematics-of-Optimization.pdf	186.8 KB
/.../46 Deep Learning - Overfitting/
320 What is Overfitting.en.srt	5.7 KB
320 What is Overfitting.mp4	32.6 MB
321 Underfitting and Overfitting for Classification.en.srt	2.7 KB
321 Underfitting and Overfitting for Classification.mp4	26.3 MB
322 What is Validation.en.srt	5.0 KB
322 What is Validation.mp4	34.3 MB
323 Training Validation and Test Datasets.en.srt	3.7 KB
323 Training Validation and Test Datasets.mp4	26.4 MB
324 N-Fold Cross Validation.en.srt	4.3 KB
324 N-Fold Cross Validation.mp4	21.7 MB
325 Early Stopping or When to Stop Training.en.srt	7.0 KB
325 Early Stopping or When to Stop Training.mp4	25.3 MB
/.../47 Deep Learning - Initialization/
326 What is Initialization.en.srt	3.6 KB
326 What is Initialization.mp4	22.8 MB
327 Types of Simple Initializations.en.srt	3.8 KB
327 Types of Simple Initializations.mp4	15.0 MB
328 State-of-the-Art Method - (Xavier) Glorot Initialization.en.srt	3.8 KB
328 State-of-the-Art Method - (Xavier) Glorot Initialization.mp4	18.0 MB
/.../48 Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/
329 Stochastic Gradient Descent.en.srt	4.9 KB
329 Stochastic Gradient Descent.mp4	30.1 MB
330 Problems with Gradient Descent.en.srt	2.9 KB
330 Problems with Gradient Descent.mp4	11.5 MB
331 Momentum.en.srt	3.5 KB
331 Momentum.mp4	17.2 MB
332 Learning Rate Schedules or How to Choose the Optimal Learning Rate.en.srt	6.1 KB
332 Learning Rate Schedules or How to Choose the Optimal Learning Rate.mp4	30.5 MB
333 Learning Rate Schedules Visualized.en.srt	2.2 KB
333 Learning Rate Schedules Visualized.mp4	9.5 MB
334 Adaptive Learning Rate Schedules (AdaGrad and RMSprop ).en.srt	5.3 KB
334 Adaptive Learning Rate Schedules (AdaGrad and RMSprop ).mp4	27.6 MB
335 Adam (Adaptive Moment Estimation).en.srt	3.4 KB
335 Adam (Adaptive Moment Estimation).mp4	23.4 MB
/.../49 Deep Learning - Preprocessing/
336 Preprocessing Introduction.en.srt	4.0 KB
336 Preprocessing Introduction.mp4	29.1 MB
337 Types of Basic Preprocessing.en.srt	1.7 KB
337 Types of Basic Preprocessing.mp4	12.4 MB
338 Standardization.en.srt	6.1 KB
338 Standardization.mp4	53.5 MB
339 Preprocessing Categorical Data.en.srt	2.8 KB
339 Preprocessing Categorical Data.mp4	19.5 MB
340 Binary and One-Hot Encoding.en.srt	4.9 KB
340 Binary and One-Hot Encoding.mp4	30.3 MB
/.../50 Deep Learning - Classifying on the MNIST Dataset/
341 MNIST The Dataset.en.srt	3.7 KB
341 MNIST The Dataset.mp4	14.0 MB
342 MNIST How to Tackle the MNIST.en.srt	3.6 KB
342 MNIST How to Tackle the MNIST.mp4	19.6 MB
343 MNIST Importing the Relevant Packages and Loading the Data.en.srt	3.1 KB
343 MNIST Importing the Relevant Packages and Loading the Data.mp4	17.1 MB
344 MNIST Preprocess the Data - Create a Validation Set and Scale It.en.srt	6.4 KB
344 MNIST Preprocess the Data - Create a Validation Set and Scale It.mp4	30.5 MB
345 MNIST Preprocess the Data - Scale the Test Data - Exercise.html	1.0 KB
346 MNIST Preprocess the Data - Shuffle and Batch.en.srt	9.5 KB
346 MNIST Preprocess the Data - Shuffle and Batch.mp4	43.5 MB
347 MNIST Preprocess the Data - Shuffle and Batch - Exercise.html	1.0 KB
348 MNIST Outline the Model.en.srt	7.4 KB
348 MNIST Outline the Model.mp4	29.6 MB
349 MNIST Select the Loss and the Optimizer.en.srt	3.1 KB
349 MNIST Select the Loss and the Optimizer.mp4	14.6 MB
350 MNIST Learning.en.srt	8.1 KB
350 MNIST Learning.mp4	43.0 MB
351 MNIST - Exercises.html	2.9 KB
352 MNIST Testing the Model.en.srt	6.2 KB
352 MNIST Testing the Model.mp4	31.0 MB
external-assets-links.txt	0.8 KB
/.../51 Deep Learning - Business Case Example/
353 Audiobooks-data.csv	727.8 KB
353 Business Case Exploring the Dataset and Identifying Predictors.en.srt	10.9 KB
353 Business Case Exploring the Dataset and Identifying Predictors.mp4	69.5 MB
354 Business Case Outlining the Solution.en.srt	2.0 KB
354 Business Case Outlining the Solution.mp4	7.7 MB
355 Business Case Balancing the Dataset.en.srt	4.6 KB
355 Business Case Balancing the Dataset.mp4	31.9 MB
356 Business Case Preprocessing the Data.en.srt	12.6 KB
356 Business Case Preprocessing the Data.mp4	88.4 MB
357 Business Case Preprocessing the Data - Exercise.html	1.3 KB
358 Business Case Load the Preprocessed Data.en.srt	4.8 KB
358 Business Case Load the Preprocessed Data.mp4	18.4 MB
359 Business Case Load the Preprocessed Data - Exercise.html	1.0 KB
360 Business Case Learning and Interpreting the Result.en.srt	6.4 KB
360 Business Case Learning and Interpreting the Result.mp4	32.7 MB
361 Business Case Setting an Early Stopping Mechanism.en.srt	8.0 KB
361 Business Case Setting an Early Stopping Mechanism.mp4	52.2 MB
362 Setting an Early Stopping Mechanism - Exercise.html	1.1 KB
363 Business Case Testing the Model.en.srt	2.1 KB
363 Business Case Testing the Model.mp4	11.3 MB
364 Business Case Final Exercise.html	1.3 KB
external-assets-links.txt	0.9 KB
/.../52 Deep Learning - Conclusion/
365 Summary on What Youve Learned.en.srt	5.3 KB
365 Summary on What Youve Learned.mp4	41.7 MB
366 Whats Further out there in terms of Machine Learning.en.srt	2.6 KB
366 Whats Further out there in terms of Machine Learning.mp4	21.1 MB
367 DeepMind and Deep Learning.html	1.9 KB
368 An overview of CNNs.en.srt	6.6 KB
368 An overview of CNNs.mp4	61.6 MB
369 An Overview of RNNs.en.srt	3.8 KB
369 An Overview of RNNs.mp4	26.5 MB
370 An Overview of non-NN Approaches.en.srt	5.2 KB
370 An Overview of non-NN Approaches.mp4	46.9 MB
/.../53 Appendix Deep Learning - TensorFlow 1 Introduction/
371 READ ME.html	1.4 KB
372 How to Install TensorFlow 1.en.srt	3.5 KB
372 How to Install TensorFlow 1.mp4	11.9 MB
373 A Note on Installing Packages in Anaconda.html	3.2 KB
374 TensorFlow Intro.en.srt	5.3 KB
374 TensorFlow Intro.mp4	50.0 MB
375 Actual Introduction to TensorFlow.en.srt	2.2 KB
375 Actual Introduction to TensorFlow.mp4	18.3 MB
375 Shortcuts-for-Jupyter.pdf	634.0 KB
376 Types of File Formats supporting Tensors.en.srt	3.5 KB
376 Types of File Formats supporting Tensors.mp4	21.3 MB
377 Basic NN Example with TF Inputs Outputs Targets Weights Biases.en.srt	7.5 KB
377 Basic NN Example with TF Inputs Outputs Targets Weights Biases.mp4	40.4 MB
378 Basic NN Example with TF Loss Function and Gradient Descent.en.srt	4.9 KB
378 Basic NN Example with TF Loss Function and Gradient Descent.mp4	34.1 MB
379 Basic NN Example with TF Model Output.en.srt	8.1 KB
379 Basic NN Example with TF Model Output.mp4	39.2 MB
380 Basic NN Example with TF Exercises.html	2.5 KB
external-assets-links.txt	1.9 KB
/.../54 Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/
381 MNIST What is the MNIST Dataset.en.srt	3.6 KB
381 MNIST What is the MNIST Dataset.mp4	18.7 MB
382 MNIST How to Tackle the MNIST.en.srt	3.7 KB
382 MNIST How to Tackle the MNIST.mp4	23.7 MB
383 MNIST Relevant Packages.en.srt	2.2 KB
383 MNIST Relevant Packages.mp4	19.8 MB
384 MNIST Model Outline.en.srt	9.3 KB
384 MNIST Model Outline.mp4	59.1 MB
385 MNIST Loss and Optimization Algorithm.en.srt	3.6 KB
385 MNIST Loss and Optimization Algorithm.mp4	27.1 MB
386 Calculating the Accuracy of the Model.en.srt	5.3 KB
386 Calculating the Accuracy of the Model.mp4	46.0 MB
387 MNIST Batching and Early Stopping.en.srt	3.0 KB
387 MNIST Batching and Early Stopping.mp4	13.5 MB
388 MNIST Learning.en.srt	10.4 KB
388 MNIST Learning.mp4	49.0 MB
389 MNIST Results and Testing.en.srt	8.4 KB
389 MNIST Results and Testing.mp4	65.8 MB
390 MNIST Solutions.html	3.1 KB
391 MNIST Exercises.html	3.0 KB
external-assets-links.txt	2.8 KB
/.../55 Appendix Deep Learning - TensorFlow 1 Business Case/
392 Audiobooks-data.csv	727.8 KB
392 Business Case Getting Acquainted with the Dataset.en.srt	11.0 KB
392 Business Case Getting Acquainted with the Dataset.mp4	91.9 MB
393 Business Case Outlining the Solution.en.srt	2.6 KB
393 Business Case Outlining the Solution.mp4	12.8 MB
394 The Importance of Working with a Balanced Dataset.en.srt	4.6 KB
394 The Importance of Working with a Balanced Dataset.mp4	41.3 MB
395 Business Case Preprocessing.en.srt	13.8 KB
395 Business Case Preprocessing.mp4	108.4 MB
396 Business Case Preprocessing Exercise.html	1.3 KB
397 Creating a Data Provider.en.srt	7.9 KB
397 Creating a Data Provider.mp4	80.1 MB
398 Business Case Model Outline.en.srt	7.1 KB
398 Business Case Model Outline.mp4	55.7 MB
399 Business Case Optimization.en.srt	6.8 KB
399 Business Case Optimization.mp4	43.5 MB
400 Business Case Interpretation.en.srt	3.0 KB
400 Business Case Interpretation.mp4	27.0 MB
401 Business Case Testing the Model.en.srt	2.8 KB
401 Business Case Testing the Model.mp4	11.7 MB
402 Business Case A Comment on the Homework.en.srt	5.4 KB
402 Business Case A Comment on the Homework.mp4	38.1 MB
403 Business Case Final Exercise.html	1.3 KB
external-assets-links.txt	0.9 KB
/.../56 Software Integration/
404 What are Data Servers Clients Requests and Responses.en.srt	6.1 KB
404 What are Data Servers Clients Requests and Responses.mp4	72.4 MB
405 What are Data Connectivity APIs and Endpoints.en.srt	8.7 KB
405 What are Data Connectivity APIs and Endpoints.mp4	109.1 MB
406 Taking a Closer Look at APIs.en.srt	10.6 KB
406 Taking a Closer Look at APIs.mp4	121.2 MB
407 Communication between Software Products through Text Files.en.srt	5.6 KB
407 Communication between Software Products through Text Files.mp4	63.3 MB
408 Software Integration - Explained.en.srt	6.9 KB
408 Software Integration - Explained.mp4	66.8 MB
/.../57 Case Study - Whats Next in the Course/
409 Game Plan for this Python SQL and Tableau Business Exercise.en.srt	5.6 KB
409 Game Plan for this Python SQL and Tableau Business Exercise.mp4	54.8 MB
410 The Business Task.en.srt	3.8 KB
410 The Business Task.mp4	41.1 MB
411 Introducing the Data Set.en.srt	4.2 KB
411 Introducing the Data Set.mp4	42.8 MB
/.../58 Case Study - Preprocessing the Absenteeism_data/
412 Absenteeism-data.csv	32.8 KB
412 data-preprocessing-homework.pdf	137.7 KB
412 df-preprocessed.csv	29.8 KB
412 What to Expect from the Following Sections.html	3.4 KB
413 Importing the Absenteeism Data in Python.en.srt	4.1 KB
413 Importing the Absenteeism Data in Python.mp4	24.3 MB
414 Checking the Content of the Data Set.en.srt	7.2 KB
414 Checking the Content of the Data Set.mp4	64.9 MB
415 Introduction to Terms with Multiple Meanings.en.srt	4.2 KB
415 Introduction to Terms with Multiple Meanings.mp4	29.2 MB
416 Whats Regression Analysis - a Quick Refresher.html	3.8 KB
417 Using a Statistical Approach towards the Solution to the Exercise.en.srt	2.9 KB
417 Using a Statistical Approach towards the Solution to the Exercise.mp4	21.2 MB
418 Dropping a Column from a DataFrame in Python.en.srt	8.0 KB
418 Dropping a Column from a DataFrame in Python.mp4	64.8 MB
419 EXERCISE - Dropping a Column from a DataFrame in Python.html	1.8 KB
420 SOLUTION - Dropping a Column from a DataFrame in Python.html	1.0 KB
421 Analyzing the Reasons for Absence.en.srt	6.0 KB
421 Analyzing the Reasons for Absence.mp4	42.5 MB
422 Obtaining Dummies from a Single Feature.en.srt	10.4 KB
422 Obtaining Dummies from a Single Feature.mp4	85.0 MB
423 EXERCISE - Obtaining Dummies from a Single Feature.html	1.0 KB
424 SOLUTION - Obtaining Dummies from a Single Feature.html	1.0 KB
425 Dropping a Dummy Variable from the Data Set.html	3.3 KB
426 More on Dummy Variables A Statistical Perspective.en.srt	1.7 KB
426 More on Dummy Variables A Statistical Perspective.mp4	14.4 MB
427 Classifying the Various Reasons for Absence.en.srt	10.3 KB
427 Classifying the Various Reasons for Absence.mp4	78.2 MB
428 Using .concat() in Python.en.srt	5.2 KB
428 Using .concat() in Python.mp4	40.6 MB
429 EXERCISE - Using .concat() in Python.html	1.1 KB
430 SOLUTION - Using .concat() in Python.html	1.0 KB
431 Reordering Columns in a Pandas DataFrame in Python.en.srt	1.9 KB
431 Reordering Columns in a Pandas DataFrame in Python.mp4	14.7 MB
432 EXERCISE - Reordering Columns in a Pandas DataFrame in Python.html	1.1 KB
433 SOLUTION - Reordering Columns in a Pandas DataFrame in Python.html	1.4 KB
434 Creating Checkpoints while Coding in Jupyter.en.srt	3.7 KB
434 Creating Checkpoints while Coding in Jupyter.mp4	26.9 MB
435 EXERCISE - Creating Checkpoints while Coding in Jupyter.html	1.0 KB
436 SOLUTION - Creating Checkpoints while Coding in Jupyter.html	1.0 KB
437 Analyzing the Dates from the Initial Data Set.en.srt	8.6 KB
437 Analyzing the Dates from the Initial Data Set.mp4	60.1 MB
438 Extracting the Month Value from the Date Column.en.srt	8.2 KB
438 Extracting the Month Value from the Date Column.mp4	50.1 MB
439 Extracting the Day of the Week from the Date Column.en.srt	4.6 KB
439 Extracting the Day of the Week from the Date Column.mp4	29.3 MB
440 EXERCISE - Removing the Date Column.html	2.1 KB
441 Analyzing Several Straightforward Columns for this Exercise.en.srt	4.4 KB
441 Analyzing Several Straightforward Columns for this Exercise.mp4	30.9 MB
442 Working on Education Children and Pets.en.srt	5.8 KB
442 Working on Education Children and Pets.mp4	41.5 MB
443 Final Remarks of this Section.en.srt	2.5 KB
443 Final Remarks of this Section.mp4	22.7 MB
444 A Note on Exporting Your Data as a .csv File.html	1.8 KB
external-assets-links.txt	0.7 KB
/.../59 Case Study - Applying Machine Learning to Create the absenteeism_module/
445 Absenteeism-preprocessed.csv	29.8 KB
445 Exploring the Problem with a Machine Learning Mindset.en.srt	4.7 KB
445 Exploring the Problem with a Machine Learning Mindset.mp4	28.9 MB
446 Creating the Targets for the Logistic Regression.en.srt	8.6 KB
446 Creating the Targets for the Logistic Regression.mp4	48.0 MB
447 Selecting the Inputs for the Logistic Regression.en.srt	3.7 KB
447 Selecting the Inputs for the Logistic Regression.mp4	17.6 MB
448 Standardizing the Data.en.srt	4.3 KB
448 Standardizing the Data.mp4	21.6 MB
449 Splitting the Data for Training and Testing.en.srt	8.3 KB
449 Splitting the Data for Training and Testing.mp4	55.3 MB
450 Fitting the Model and Assessing its Accuracy.en.srt	7.6 KB
450 Fitting the Model and Assessing its Accuracy.mp4	43.6 MB
451 Creating a Summary Table with the Coefficients and Intercept.en.srt	6.8 KB
451 Creating a Summary Table with the Coefficients and Intercept.mp4	40.8 MB
452 Interpreting the Coefficients for Our Problem.en.srt	8.1 KB
452 Interpreting the Coefficients for Our Problem.mp4	54.9 MB
453 Standardizing only the Numerical Variables (Creating a Custom Scaler).en.srt	5.1 KB
453 Standardizing only the Numerical Variables (Creating a Custom Scaler).mp4	43.2 MB
454 Interpreting the Coefficients of the Logistic Regression.en.srt	7.4 KB
454 Interpreting the Coefficients of the Logistic Regression.mp4	42.4 MB
455 Backward Elimination or How to Simplify Your Model.en.srt	5.4 KB
455 Backward Elimination or How to Simplify Your Model.mp4	41.5 MB
456 Testing the Model We Created.en.srt	6.7 KB
456 Testing the Model We Created.mp4	51.4 MB
457 Saving the Model and Preparing it for Deployment.en.srt	5.7 KB
457 Saving the Model and Preparing it for Deployment.mp4	39.3 MB
458 ARTICLE - A Note on pickling.html	3.1 KB
459 EXERCISE - Saving the Model (and Scaler).html	1.2 KB
460 Preparing the Deployment of the Model through a Module.en.srt	5.8 KB
460 Preparing the Deployment of the Model through a Module.mp4	46.6 MB
external-assets-links.txt	0.8 KB
/.../60 Case Study - Loading the absenteeism_module/
461 Are You Sure Youre All Set.html	1.4 KB
462 Deploying the absenteeism_module - Part I.en.srt	4.9 KB
462 Deploying the absenteeism_module - Part I.mp4	26.7 MB
463 Deploying the absenteeism_module - Part II.en.srt	7.7 KB
463 Deploying the absenteeism_module - Part II.mp4	56.9 MB
464 Exporting the Obtained Data Set as a .csv.html	1.9 KB
external-assets-links.txt	0.3 KB
/.../61 Case Study - Analyzing the Predicted Outputs in Tableau/
465 EXERCISE - Age vs Probability.html	1.3 KB
466 Analyzing Age vs Probability in Tableau.en.srt	10.3 KB
466 Analyzing Age vs Probability in Tableau.mp4	59.3 MB
467 EXERCISE - Reasons vs Probability.html	1.3 KB
468 Analyzing Reasons vs Probability in Tableau.en.srt	9.8 KB
468 Analyzing Reasons vs Probability in Tableau.mp4	62.2 MB
469 EXERCISE - Transportation Expense vs Probability.html	1.4 KB
470 Analyzing Transportation Expense vs Probability in Tableau.en.srt	7.4 KB
470 Analyzing Transportation Expense vs Probability in Tableau.mp4	42.6 MB
/.../62 Bonus Lecture/
471 Bonus Lecture Next Steps.html	4.2 KB
ReadMe.txt	0.2 KB
Visit Coursedrive.org.url	0.1 KB
Total files 1039