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[FreeAllCourse.Com] Udemy - The Data Science Course 2020 Complete Data Science Bootcamp
magnet:?xt=urn:btih:21b6ad2b124c780b09dfff53e2c5174a402f6b89&dn=[FreeAllCourse.Com] Udemy - The Data Science Course 2020 Complete Data Science Bootcamp
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Hash值:
21b6ad2b124c780b09dfff53e2c5174a402f6b89
点击数:
90
文件大小:
15.17 GB
文件数量:
381
创建日期:
2021-11-10 11:50
最后访问:
2024-7-7 18:38
访问标签:
FreeAllCourse
Com
Udemy
-
The
Data
Science
Course
2020
Complete
Data
Science
Bootcamp
文件列表详情
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.mp4 62.25 MB
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.mp4 53.55 MB
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 Continuing with BI ML and AI.mp4 108.98 MB
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.mp4 126.87 MB
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.mp4 138.3 MB
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.mp4 75.5 MB
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.mp4 89.94 MB
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.mp4 111.65 MB
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.mp4 99.32 MB
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).mp4 36.81 MB
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.mp4 54.38 MB
08 The Field of Data Science - Debunking Common Misconceptions/024 Debunking Common Misconceptions.mp4 72.85 MB
09 Part 2 Probability/025 The Basic Probability Formula.mp4 85.91 MB
09 Part 2 Probability/026 Computing Expected Values.mp4 75.68 MB
09 Part 2 Probability/027 Frequency.mp4 61.73 MB
09 Part 2 Probability/028 Events and Their Complements.mp4 59.15 MB
10 Probability - Combinatorics/029 Fundamentals of Combinatorics.mp4 16.21 MB
10 Probability - Combinatorics/030 Permutations and How to Use Them.mp4 42.72 MB
10 Probability - Combinatorics/031 Simple Operations with Factorials.mp4 36.11 MB
10 Probability - Combinatorics/032 Solving Variations with Repetition.mp4 34 MB
10 Probability - Combinatorics/033 Solving Variations without Repetition.mp4 43.14 MB
10 Probability - Combinatorics/034 Solving Combinations.mp4 57.34 MB
10 Probability - Combinatorics/035 Symmetry of Combinations.mp4 40.3 MB
10 Probability - Combinatorics/036 Solving Combinations with Separate Sample Spaces.mp4 33.15 MB
10 Probability - Combinatorics/037 Combinatorics in Real-Life The Lottery.mp4 41.29 MB
10 Probability - Combinatorics/038 A Recap of Combinatorics.mp4 38.49 MB
10 Probability - Combinatorics/039 A Practical Example of Combinatorics.mp4 134.31 MB
11 Probability - Bayesian Inference/040 Sets and Events.mp4 53.46 MB
11 Probability - Bayesian Inference/041 Ways Sets Can Interact.mp4 47.42 MB
11 Probability - Bayesian Inference/042 Intersection of Sets.mp4 26.96 MB
11 Probability - Bayesian Inference/043 Union of Sets.mp4 57.19 MB
11 Probability - Bayesian Inference/044 Mutually Exclusive Sets.mp4 25.39 MB
11 Probability - Bayesian Inference/045 Dependence and Independence of Sets.mp4 34.78 MB
11 Probability - Bayesian Inference/046 The Conditional Probability Formula.mp4 45.86 MB
11 Probability - Bayesian Inference/047 The Law of Total Probability.mp4 34.93 MB
11 Probability - Bayesian Inference/048 The Additive Rule.mp4 26.97 MB
11 Probability - Bayesian Inference/049 The Multiplication Law.mp4 49.02 MB
11 Probability - Bayesian Inference/050 Bayes Law.mp4 49.93 MB
11 Probability - Bayesian Inference/051 A Practical Example of Bayesian Inference.mp4 145.12 MB
12 Probability - Distributions/052 Fundamentals of Probability Distributions.mp4 73.4 MB
12 Probability - Distributions/053 Types of Probability Distributions.mp4 71.06 MB
12 Probability - Distributions/054 Characteristics of Discrete Distributions.mp4 22.7 MB
12 Probability - Distributions/055 Discrete Distributions The Uniform Distribution.mp4 24.39 MB
12 Probability - Distributions/056 Discrete Distributions The Bernoulli Distribution.mp4 34.13 MB
12 Probability - Distributions/057 Discrete Distributions The Binomial Distribution.mp4 68.83 MB
12 Probability - Distributions/058 Discrete Distributions The Poisson Distribution.mp4 55.75 MB
12 Probability - Distributions/059 Characteristics of Continuous Distributions.mp4 84.12 MB
12 Probability - Distributions/060 Continuous Distributions The Normal Distribution.mp4 48.24 MB
12 Probability - Distributions/061 Continuous Distributions The Standard Normal Distribution.mp4 47.9 MB
12 Probability - Distributions/062 Continuous Distributions The Students T Distribution.mp4 27.18 MB
12 Probability - Distributions/063 Continuous Distributions The Chi-Squared Distribution.mp4 26.34 MB
12 Probability - Distributions/064 Continuous Distributions The Exponential Distribution.mp4 40.23 MB
12 Probability - Distributions/065 Continuous Distributions The Logistic Distribution.mp4 47.05 MB
12 Probability - Distributions/066 A Practical Example of Probability Distributions.mp4 157.82 MB
13 Probability - Probability in Other Fields/067 Probability in Finance.mp4 99.06 MB
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.mp4 63.49 MB
14 Part 3 Statistics/070 Population and Sample.mp4 58.11 MB
15 Statistics - Descriptive Statistics/071 Types of Data.mp4 72.52 MB
15 Statistics - Descriptive Statistics/072 Levels of Measurement.mp4 54.38 MB
15 Statistics - Descriptive Statistics/073 Categorical Variables - Visualization Techniques.mp4 36.64 MB
15 Statistics - Descriptive Statistics/075 Numerical Variables - Frequency Distribution Table.mp4 25.85 MB
15 Statistics - Descriptive Statistics/077 The Histogram.mp4 13.78 MB
15 Statistics - Descriptive Statistics/079 Cross Tables and Scatter Plots.mp4 39.8 MB
15 Statistics - Descriptive Statistics/081 Mean median and mode.mp4 37.12 MB
15 Statistics - Descriptive Statistics/083 Skewness.mp4 19.4 MB
15 Statistics - Descriptive Statistics/085 Variance.mp4 50.95 MB
15 Statistics - Descriptive Statistics/087 Standard Deviation and Coefficient of Variation.mp4 45.12 MB
15 Statistics - Descriptive Statistics/089 Covariance.mp4 27.48 MB
15 Statistics - Descriptive Statistics/091 Correlation Coefficient.mp4 29.38 MB
16 Statistics - Practical Example Descriptive Statistics/093 Practical Example Descriptive Statistics.mp4 160.46 MB
17 Statistics - Inferential Statistics Fundamentals/095 Introduction.mp4 15.5 MB
17 Statistics - Inferential Statistics Fundamentals/096 What is a Distribution.mp4 61.59 MB
17 Statistics - Inferential Statistics Fundamentals/097 The Normal Distribution.mp4 49.85 MB
17 Statistics - Inferential Statistics Fundamentals/098 The Standard Normal Distribution.mp4 22.5 MB
17 Statistics - Inferential Statistics Fundamentals/100 Central Limit Theorem.mp4 62.88 MB
17 Statistics - Inferential Statistics Fundamentals/101 Standard error.mp4 22.77 MB
17 Statistics - Inferential Statistics Fundamentals/102 Estimators and Estimates.mp4 47.83 MB
18 Statistics - Inferential Statistics Confidence Intervals/103 What are Confidence Intervals.mp4 49.98 MB
18 Statistics - Inferential Statistics Confidence Intervals/104 Confidence Intervals Population Variance Known Z-score.mp4 78.2 MB
18 Statistics - Inferential Statistics Confidence Intervals/106 Confidence Interval Clarifications.mp4 57.03 MB
18 Statistics - Inferential Statistics Confidence Intervals/107 Students T Distribution.mp4 35.43 MB
18 Statistics - Inferential Statistics Confidence Intervals/108 Confidence Intervals Population Variance Unknown T-score.mp4 32.2 MB
18 Statistics - Inferential Statistics Confidence Intervals/110 Margin of Error.mp4 47.23 MB
18 Statistics - Inferential Statistics Confidence Intervals/111 Confidence intervals. Two means. Dependent samples.mp4 70.47 MB
18 Statistics - Inferential Statistics Confidence Intervals/113 Confidence intervals. Two means. Independent Samples (Part 1).mp4 28.75 MB
18 Statistics - Inferential Statistics Confidence Intervals/115 Confidence intervals. Two means. Independent Samples (Part 2).mp4 26.82 MB
18 Statistics - Inferential Statistics Confidence Intervals/117 Confidence intervals. Two means. Independent Samples (Part 3).mp4 19.93 MB
19 Statistics - Practical Example Inferential Statistics/118 Practical Example Inferential Statistics.mp4 102.66 MB
20 Statistics - Hypothesis Testing/120 Null vs Alternative Hypothesis.mp4 92.04 MB
20 Statistics - Hypothesis Testing/122 Rejection Region and Significance Level.mp4 82.61 MB
20 Statistics - Hypothesis Testing/123 Type I Error and Type II Error.mp4 43.93 MB
20 Statistics - Hypothesis Testing/124 Test for the Mean. Population Variance Known.mp4 54.22 MB
20 Statistics - Hypothesis Testing/126 p-value.mp4 55.87 MB
20 Statistics - Hypothesis Testing/127 Test for the Mean. Population Variance Unknown.mp4 40.24 MB
20 Statistics - Hypothesis Testing/129 Test for the Mean. Dependent Samples.mp4 50.37 MB
20 Statistics - Hypothesis Testing/131 Test for the mean. Independent Samples (Part 1).mp4 33.94 MB
20 Statistics - Hypothesis Testing/133 Test for the mean. Independent Samples (Part 2).mp4 36.39 MB
21 Statistics - Practical Example Hypothesis Testing/135 Practical Example Hypothesis Testing.mp4 69.48 MB
22 Part 4 Introduction to Python/137 Introduction to Programming.mp4 58.54 MB
22 Part 4 Introduction to Python/138 Why Python.mp4 75.07 MB
22 Part 4 Introduction to Python/139 Why Jupyter.mp4 44.31 MB
22 Part 4 Introduction to Python/140 Installing Python and Jupyter.mp4 50.99 MB
22 Part 4 Introduction to Python/141 Understanding Jupyters Interface - the Notebook Dashboard.mp4 13.79 MB
22 Part 4 Introduction to Python/142 Prerequisites for Coding in the Jupyter Notebooks.mp4 30.58 MB
22 Part 4 Introduction to Python/143 Python 2 vs Python 3.mp4 11.27 MB
23 Python - Variables and Data Types/144 Variables.mp4 25.3 MB
23 Python - Variables and Data Types/145 Numbers and Boolean Values in Python.mp4 17.06 MB
23 Python - Variables and Data Types/146 Python Strings.mp4 50.64 MB
24 Python - Basic Python Syntax/147 Using Arithmetic Operators in Python.mp4 18.92 MB
24 Python - Basic Python Syntax/148 The Double Equality Sign.mp4 5.99 MB
24 Python - Basic Python Syntax/149 How to Reassign Values.mp4 4 MB
24 Python - Basic Python Syntax/150 Add Comments.mp4 11.26 MB
24 Python - Basic Python Syntax/151 Understanding Line Continuation.mp4 2.35 MB
24 Python - Basic Python Syntax/152 Indexing Elements.mp4 5.93 MB
24 Python - Basic Python Syntax/153 Structuring with Indentation.mp4 13.14 MB
25 Python - Other Python Operators/154 Comparison Operators.mp4 10.17 MB
25 Python - Other Python Operators/155 Logical and Identity Operators.mp4 30.05 MB
26 Python - Conditional Statements/156 The IF Statement.mp4 23.23 MB
26 Python - Conditional Statements/157 The ELSE Statement.mp4 23.28 MB
26 Python - Conditional Statements/158 The ELIF Statement.mp4 53.33 MB
26 Python - Conditional Statements/159 A Note on Boolean Values.mp4 19.99 MB
27 Python - Python Functions/160 Defining a Function in Python.mp4 14.75 MB
27 Python - Python Functions/161 How to Create a Function with a Parameter.mp4 38.1 MB
27 Python - Python Functions/162 Defining a Function in Python - Part II.mp4 25.24 MB
27 Python - Python Functions/163 How to Use a Function within a Function.mp4 8.13 MB
27 Python - Python Functions/164 Conditional Statements and Functions.mp4 15.68 MB
27 Python - Python Functions/165 Functions Containing a Few Arguments.mp4 14.71 MB
27 Python - Python Functions/166 Built-in Functions in Python.mp4 22.01 MB
28 Python - Sequences/167 Lists.mp4 37.79 MB
28 Python - Sequences/168 Using Methods.mp4 37.59 MB
28 Python - Sequences/169 List Slicing.mp4 30.76 MB
28 Python - Sequences/170 Tuples.mp4 29.49 MB
28 Python - Sequences/171 Dictionaries.mp4 41.68 MB
29 Python - Iterations/172 For Loops.mp4 23.59 MB
29 Python - Iterations/173 While Loops and Incrementing.mp4 28.43 MB
29 Python - Iterations/174 Lists with the range() Function.mp4 25.79 MB
29 Python - Iterations/175 Conditional Statements and Loops.mp4 27.76 MB
29 Python - Iterations/176 Conditional Statements Functions and Loops.mp4 9.48 MB
29 Python - Iterations/177 How to Iterate over Dictionaries.mp4 29.65 MB
30 Python - Advanced Python Tools/178 Object Oriented Programming.mp4 33.59 MB
30 Python - Advanced Python Tools/179 Modules and Packages.mp4 8.5 MB
30 Python - Advanced Python Tools/180 What is the Standard Library.mp4 18.03 MB
30 Python - Advanced Python Tools/181 Importing Modules in Python.mp4 19.93 MB
31 Part 5 Advanced Statistical Methods in Python/182 Introduction to Regression Analysis.mp4 17.32 MB
32 Advanced Statistical Methods - Linear Regression with StatsModels/183 The Linear Regression Model.mp4 57.37 MB
32 Advanced Statistical Methods - Linear Regression with StatsModels/184 Correlation vs Regression.mp4 14.73 MB
32 Advanced Statistical Methods - Linear Regression with StatsModels/185 Geometrical Representation of the Linear Regression Model.mp4 5.12 MB
32 Advanced Statistical Methods - Linear Regression with StatsModels/186 Python Packages Installation.mp4 40.58 MB
32 Advanced Statistical Methods - Linear Regression with StatsModels/187 First Regression in Python.mp4 44.56 MB
32 Advanced Statistical Methods - Linear Regression with StatsModels/189 Using Seaborn for Graphs.mp4 12.24 MB
32 Advanced Statistical Methods - Linear Regression with StatsModels/190 How to Interpret the Regression Table.mp4 44.64 MB
32 Advanced Statistical Methods - Linear Regression with StatsModels/191 Decomposition of Variability.mp4 49.66 MB
32 Advanced Statistical Methods - Linear Regression with StatsModels/192 What is the OLS.mp4 28.31 MB
32 Advanced Statistical Methods - Linear Regression with StatsModels/193 R-Squared.mp4 41.03 MB
33 Advanced Statistical Methods - Multiple Linear Regression with StatsModels/194 Multiple Linear Regression.mp4 21.52 MB
33 Advanced Statistical Methods - Multiple Linear Regression with StatsModels/195 Adjusted R-Squared.mp4 54.83 MB
33 Advanced Statistical Methods - Multiple Linear Regression with StatsModels/197 Test for Significance of the Model (F-Test).mp4 16.42 MB
33 Advanced Statistical Methods - Multiple Linear Regression with StatsModels/198 OLS Assumptions.mp4 21.85 MB
33 Advanced Statistical Methods - Multiple Linear Regression with StatsModels/199 A1 Linearity.mp4 12.6 MB
33 Advanced Statistical Methods - Multiple Linear Regression with StatsModels/200 A2 No Endogeneity.mp4 35.67 MB
33 Advanced Statistical Methods - Multiple Linear Regression with StatsModels/201 A3 Normality and Homoscedasticity.mp4 42.7 MB
33 Advanced Statistical Methods - Multiple Linear Regression with StatsModels/202 A4 No Autocorrelation.mp4 31.51 MB
33 Advanced Statistical Methods - Multiple Linear Regression with StatsModels/203 A5 No Multicollinearity.mp4 28.7 MB
33 Advanced Statistical Methods - Multiple Linear Regression with StatsModels/204 Dealing with Categorical Data - Dummy Variables.mp4 55.66 MB
33 Advanced Statistical Methods - Multiple Linear Regression with StatsModels/206 Making Predictions with the Linear Regression.mp4 24.69 MB
34 Advanced Statistical Methods - Linear Regression with sklearn/207 What is sklearn and How is it Different from Other Packages.mp4 27.25 MB
34 Advanced Statistical Methods - Linear Regression with sklearn/208 How are Going to Approach this Section.mp4 19.41 MB
34 Advanced Statistical Methods - Linear Regression with sklearn/209 Simple Linear Regression with sklearn.mp4 34.77 MB
34 Advanced Statistical Methods - Linear Regression with sklearn/210 Simple Linear Regression with sklearn - A StatsModels-like Summary Table.mp4 32 MB
34 Advanced Statistical Methods - Linear Regression with sklearn/213 Multiple Linear Regression with sklearn.mp4 20.07 MB
34 Advanced Statistical Methods - Linear Regression with sklearn/214 Calculating the Adjusted R-Squared in sklearn.mp4 30.88 MB
34 Advanced Statistical Methods - Linear Regression with sklearn/216 Feature Selection (F-regression).mp4 29.51 MB
34 Advanced Statistical Methods - Linear Regression with sklearn/218 Creating a Summary Table with P-values.mp4 12.3 MB
34 Advanced Statistical Methods - Linear Regression with sklearn/220 Feature Scaling (Standardization).mp4 39.08 MB
34 Advanced Statistical Methods - Linear Regression with sklearn/221 Feature Selection through Standardization of Weights.mp4 34.89 MB
34 Advanced Statistical Methods - Linear Regression with sklearn/222 Predicting with the Standardized Coefficients.mp4 25.96 MB
34 Advanced Statistical Methods - Linear Regression with sklearn/224 Underfitting and Overfitting.mp4 16.95 MB
34 Advanced Statistical Methods - Linear Regression with sklearn/225 Train - Test Split Explained.mp4 49.17 MB
35 Advanced Statistical Methods - Practical Example Linear Regression/226 Practical Example Linear Regression (Part 1).mp4 97.08 MB
35 Advanced Statistical Methods - Practical Example Linear Regression/227 Practical Example Linear Regression (Part 2).mp4 46 MB
35 Advanced Statistical Methods - Practical Example Linear Regression/229 Practical Example Linear Regression (Part 3).mp4 23.69 MB
35 Advanced Statistical Methods - Practical Example Linear Regression/231 Practical Example Linear Regression (Part 4).mp4 56.04 MB
35 Advanced Statistical Methods - Practical Example Linear Regression/233 Practical Example Linear Regression (Part 5).mp4 57.88 MB
36 Advanced Statistical Methods - Logistic Regression/235 Introduction to Logistic Regression.mp4 27.06 MB
36 Advanced Statistical Methods - Logistic Regression/236 A Simple Example in Python.mp4 34.69 MB
36 Advanced Statistical Methods - Logistic Regression/237 Logistic vs Logit Function.mp4 86.49 MB
36 Advanced Statistical Methods - Logistic Regression/238 Building a Logistic Regression.mp4 17.1 MB
36 Advanced Statistical Methods - Logistic Regression/240 An Invaluable Coding Tip.mp4 23.05 MB
36 Advanced Statistical Methods - Logistic Regression/241 Understanding Logistic Regression Tables.mp4 30.55 MB
36 Advanced Statistical Methods - Logistic Regression/243 What do the Odds Actually Mean.mp4 32.28 MB
36 Advanced Statistical Methods - Logistic Regression/244 Binary Predictors in a Logistic Regression.mp4 38.43 MB
36 Advanced Statistical Methods - Logistic Regression/246 Calculating the Accuracy of the Model.mp4 32.85 MB
36 Advanced Statistical Methods - Logistic Regression/248 Underfitting and Overfitting.mp4 22.29 MB
36 Advanced Statistical Methods - Logistic Regression/249 Testing the Model.mp4 32.27 MB
37 Advanced Statistical Methods - Cluster Analysis/251 Introduction to Cluster Analysis.mp4 53.42 MB
37 Advanced Statistical Methods - Cluster Analysis/252 Some Examples of Clusters.mp4 71.53 MB
37 Advanced Statistical Methods - Cluster Analysis/253 Difference between Classification and Clustering.mp4 36.15 MB
37 Advanced Statistical Methods - Cluster Analysis/254 Math Prerequisites.mp4 14.55 MB
38 Advanced Statistical Methods - K-Means Clustering/255 K-Means Clustering.mp4 27.28 MB
38 Advanced Statistical Methods - K-Means Clustering/256 A Simple Example of Clustering.mp4 51.82 MB
38 Advanced Statistical Methods - K-Means Clustering/258 Clustering Categorical Data.mp4 21.23 MB
38 Advanced Statistical Methods - K-Means Clustering/260 How to Choose the Number of Clusters.mp4 44.13 MB
38 Advanced Statistical Methods - K-Means Clustering/262 Pros and Cons of K-Means Clustering.mp4 37.7 MB
38 Advanced Statistical Methods - K-Means Clustering/263 To Standardize or not to Standardize.mp4 30.1 MB
38 Advanced Statistical Methods - K-Means Clustering/264 Relationship between Clustering and Regression.mp4 9.93 MB
38 Advanced Statistical Methods - K-Means Clustering/265 Market Segmentation with Cluster Analysis (Part 1).mp4 43.01 MB
38 Advanced Statistical Methods - K-Means Clustering/266 Market Segmentation with Cluster Analysis (Part 2).mp4 56.11 MB
38 Advanced Statistical Methods - K-Means Clustering/267 How is Clustering Useful.mp4 74.45 MB
39 Advanced Statistical Methods - Other Types of Clustering/270 Types of Clustering.mp4 44.57 MB
39 Advanced Statistical Methods - Other Types of Clustering/271 Dendrogram.mp4 29.06 MB
39 Advanced Statistical Methods - Other Types of Clustering/272 Heatmaps.mp4 29.62 MB
40 Part 6 Mathematics/273 What is a Matrix.mp4 33.59 MB
40 Part 6 Mathematics/274 Scalars and Vectors.mp4 33.85 MB
40 Part 6 Mathematics/275 Linear Algebra and Geometry.mp4 49.79 MB
40 Part 6 Mathematics/276 Arrays in Python - A Convenient Way To Represent Matrices.mp4 26.67 MB
40 Part 6 Mathematics/277 What is a Tensor.mp4 22.52 MB
40 Part 6 Mathematics/278 Addition and Subtraction of Matrices.mp4 32.61 MB
40 Part 6 Mathematics/279 Errors when Adding Matrices.mp4 11.17 MB
40 Part 6 Mathematics/280 Transpose of a Matrix.mp4 38.07 MB
40 Part 6 Mathematics/281 Dot Product.mp4 23.99 MB
40 Part 6 Mathematics/282 Dot Product of Matrices.mp4 49.43 MB
40 Part 6 Mathematics/283 Why is Linear Algebra Useful.mp4 144.33 MB
41 Part 7 Deep Learning/284 What to Expect from this Part.mp4 31.1 MB
42 Deep Learning - Introduction to Neural Networks/285 Introduction to Neural Networks.mp4 42.92 MB
42 Deep Learning - Introduction to Neural Networks/286 Training the Model.mp4 28.71 MB
42 Deep Learning - Introduction to Neural Networks/287 Types of Machine Learning.mp4 45.1 MB
42 Deep Learning - Introduction to Neural Networks/288 The Linear Model (Linear Algebraic Version).mp4 28.44 MB
42 Deep Learning - Introduction to Neural Networks/289 The Linear Model with Multiple Inputs.mp4 25.11 MB
42 Deep Learning - Introduction to Neural Networks/290 The Linear model with Multiple Inputs and Multiple Outputs.mp4 38.31 MB
42 Deep Learning - Introduction to Neural Networks/291 Graphical Representation of Simple Neural Networks.mp4 22.64 MB
42 Deep Learning - Introduction to Neural Networks/292 What is the Objective Function.mp4 17.91 MB
42 Deep Learning - Introduction to Neural Networks/293 Common Objective Functions L2-norm Loss.mp4 23.27 MB
42 Deep Learning - Introduction to Neural Networks/294 Common Objective Functions Cross-Entropy Loss.mp4 37.24 MB
42 Deep Learning - Introduction to Neural Networks/295 Optimization Algorithm 1-Parameter Gradient Descent.mp4 55.62 MB
42 Deep Learning - Introduction to Neural Networks/296 Optimization Algorithm n-Parameter Gradient Descent.mp4 39.42 MB
43 Deep Learning - How to Build a Neural Network from Scratch with NumPy/297 Basic NN Example (Part 1).mp4 20.59 MB
43 Deep Learning - How to Build a Neural Network from Scratch with NumPy/298 Basic NN Example (Part 2).mp4 34.94 MB
43 Deep Learning - How to Build a Neural Network from Scratch with NumPy/299 Basic NN Example (Part 3).mp4 24.4 MB
43 Deep Learning - How to Build a Neural Network from Scratch with NumPy/300 Basic NN Example (Part 4).mp4 61.13 MB
44 Deep Learning - TensorFlow 2.0 Introduction/302 How to Install TensorFlow 2.0.mp4 38.76 MB
44 Deep Learning - TensorFlow 2.0 Introduction/303 TensorFlow Outline and Comparison with Other Libraries.mp4 33.51 MB
44 Deep Learning - TensorFlow 2.0 Introduction/304 TensorFlow 1 vs TensorFlow 2.mp4 21.99 MB
44 Deep Learning - TensorFlow 2.0 Introduction/305 A Note on TensorFlow 2 Syntax.mp4 6.75 MB
44 Deep Learning - TensorFlow 2.0 Introduction/306 Types of File Formats Supporting TensorFlow.mp4 16.4 MB
44 Deep Learning - TensorFlow 2.0 Introduction/307 Outlining the Model with TensorFlow 2.mp4 34.69 MB
44 Deep Learning - TensorFlow 2.0 Introduction/308 Interpreting the Result and Extracting the Weights and Bias.mp4 30.27 MB
44 Deep Learning - TensorFlow 2.0 Introduction/309 Customizing a TensorFlow 2 Model.mp4 22.91 MB
45 Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/311 What is a Layer.mp4 12.5 MB
45 Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/312 What is a Deep Net.mp4 29.53 MB
45 Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/313 Digging into a Deep Net.mp4 59.36 MB
45 Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/314 Non-Linearities and their Purpose.mp4 27.68 MB
45 Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/315 Activation Functions.mp4 25.09 MB
45 Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/316 Activation Functions Softmax Activation.mp4 25.92 MB
45 Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/317 Backpropagation.mp4 34.95 MB
45 Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/318 Backpropagation Picture.mp4 19.5 MB
46 Deep Learning - Overfitting/320 What is Overfitting.mp4 31.08 MB
46 Deep Learning - Overfitting/321 Underfitting and Overfitting for Classification.mp4 25.07 MB
46 Deep Learning - Overfitting/322 What is Validation.mp4 32.71 MB
46 Deep Learning - Overfitting/323 Training Validation and Test Datasets.mp4 25.19 MB
46 Deep Learning - Overfitting/324 N-Fold Cross Validation.mp4 20.7 MB
46 Deep Learning - Overfitting/325 Early Stopping or When to Stop Training.mp4 24.17 MB
47 Deep Learning - Initialization/326 What is Initialization.mp4 21.76 MB
47 Deep Learning - Initialization/327 Types of Simple Initializations.mp4 14.31 MB
47 Deep Learning - Initialization/328 State-of-the-Art Method - (Xavier) Glorot Initialization.mp4 17.14 MB
48 Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/329 Stochastic Gradient Descent.mp4 28.68 MB
48 Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/330 Problems with Gradient Descent.mp4 11.01 MB
48 Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/331 Momentum.mp4 16.43 MB
48 Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/332 Learning Rate Schedules or How to Choose the Optimal Learning Rate.mp4 29.08 MB
48 Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/333 Learning Rate Schedules Visualized.mp4 9.11 MB
48 Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/334 Adaptive Learning Rate Schedules (AdaGrad and RMSprop ).mp4 26.35 MB
48 Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/335 Adam (Adaptive Moment Estimation).mp4 22.35 MB
49 Deep Learning - Preprocessing/336 Preprocessing Introduction.mp4 27.78 MB
49 Deep Learning - Preprocessing/337 Types of Basic Preprocessing.mp4 11.84 MB
49 Deep Learning - Preprocessing/338 Standardization.mp4 50.98 MB
49 Deep Learning - Preprocessing/339 Preprocessing Categorical Data.mp4 18.6 MB
49 Deep Learning - Preprocessing/340 Binary and One-Hot Encoding.mp4 28.94 MB
50 Deep Learning - Classifying on the MNIST Dataset/341 MNIST The Dataset.mp4 13.38 MB
50 Deep Learning - Classifying on the MNIST Dataset/342 MNIST How to Tackle the MNIST.mp4 18.66 MB
50 Deep Learning - Classifying on the MNIST Dataset/343 MNIST Importing the Relevant Packages and Loading the Data.mp4 16.32 MB
50 Deep Learning - Classifying on the MNIST Dataset/344 MNIST Preprocess the Data - Create a Validation Set and Scale It.mp4 29.04 MB
50 Deep Learning - Classifying on the MNIST Dataset/346 MNIST Preprocess the Data - Shuffle and Batch.mp4 41.52 MB
50 Deep Learning - Classifying on the MNIST Dataset/348 MNIST Outline the Model.mp4 28.23 MB
50 Deep Learning - Classifying on the MNIST Dataset/349 MNIST Select the Loss and the Optimizer.mp4 13.9 MB
50 Deep Learning - Classifying on the MNIST Dataset/350 MNIST Learning.mp4 40.96 MB
50 Deep Learning - Classifying on the MNIST Dataset/352 MNIST Testing the Model.mp4 29.52 MB
51 Deep Learning - Business Case Example/353 Business Case Exploring the Dataset and Identifying Predictors.mp4 66.27 MB
51 Deep Learning - Business Case Example/354 Business Case Outlining the Solution.mp4 7.3 MB
51 Deep Learning - Business Case Example/355 Business Case Balancing the Dataset.mp4 30.43 MB
51 Deep Learning - Business Case Example/356 Business Case Preprocessing the Data.mp4 84.33 MB
51 Deep Learning - Business Case Example/358 Business Case Load the Preprocessed Data.mp4 17.57 MB
51 Deep Learning - Business Case Example/360 Business Case Learning and Interpreting the Result.mp4 31.18 MB
51 Deep Learning - Business Case Example/361 Business Case Setting an Early Stopping Mechanism.mp4 49.81 MB
51 Deep Learning - Business Case Example/363 Business Case Testing the Model.mp4 10.79 MB
52 Deep Learning - Conclusion/365 Summary on What Youve Learned.mp4 39.75 MB
52 Deep Learning - Conclusion/366 Whats Further out there in terms of Machine Learning.mp4 20.12 MB
52 Deep Learning - Conclusion/368 An overview of CNNs.mp4 58.79 MB
52 Deep Learning - Conclusion/369 An Overview of RNNs.mp4 25.26 MB
52 Deep Learning - Conclusion/370 An Overview of non-NN Approaches.mp4 44.77 MB
53 Appendix Deep Learning - TensorFlow 1 Introduction/372 How to Install TensorFlow 1.mp4 11.35 MB
53 Appendix Deep Learning - TensorFlow 1 Introduction/374 TensorFlow Intro.mp4 47.69 MB
53 Appendix Deep Learning - TensorFlow 1 Introduction/375 Actual Introduction to TensorFlow.mp4 17.41 MB
53 Appendix Deep Learning - TensorFlow 1 Introduction/376 Types of File Formats supporting Tensors.mp4 20.34 MB
53 Appendix Deep Learning - TensorFlow 1 Introduction/377 Basic NN Example with TF Inputs Outputs Targets Weights Biases.mp4 38.49 MB
53 Appendix Deep Learning - TensorFlow 1 Introduction/378 Basic NN Example with TF Loss Function and Gradient Descent.mp4 32.51 MB
53 Appendix Deep Learning - TensorFlow 1 Introduction/379 Basic NN Example with TF Model Output.mp4 37.39 MB
54 Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/381 MNIST What is the MNIST Dataset.mp4 17.82 MB
54 Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/382 MNIST How to Tackle the MNIST.mp4 22.58 MB
54 Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/383 MNIST Relevant Packages.mp4 18.9 MB
54 Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/384 MNIST Model Outline.mp4 56.38 MB
54 Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/385 MNIST Loss and Optimization Algorithm.mp4 25.86 MB
54 Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/386 Calculating the Accuracy of the Model.mp4 43.9 MB
54 Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/387 MNIST Batching and Early Stopping.mp4 12.85 MB
54 Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/388 MNIST Learning.mp4 46.68 MB
54 Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/389 MNIST Results and Testing.mp4 62.77 MB
55 Appendix Deep Learning - TensorFlow 1 Business Case/392 Business Case Getting Acquainted with the Dataset.mp4 87.65 MB
55 Appendix Deep Learning - TensorFlow 1 Business Case/393 Business Case Outlining the Solution.mp4 12.21 MB
55 Appendix Deep Learning - TensorFlow 1 Business Case/394 The Importance of Working with a Balanced Dataset.mp4 39.41 MB
55 Appendix Deep Learning - TensorFlow 1 Business Case/395 Business Case Preprocessing.mp4 103.41 MB
55 Appendix Deep Learning - TensorFlow 1 Business Case/397 Creating a Data Provider.mp4 76.34 MB
55 Appendix Deep Learning - TensorFlow 1 Business Case/398 Business Case Model Outline.mp4 53.12 MB
55 Appendix Deep Learning - TensorFlow 1 Business Case/399 Business Case Optimization.mp4 41.52 MB
55 Appendix Deep Learning - TensorFlow 1 Business Case/400 Business Case Interpretation.mp4 25.74 MB
55 Appendix Deep Learning - TensorFlow 1 Business Case/401 Business Case Testing the Model.mp4 11.2 MB
55 Appendix Deep Learning - TensorFlow 1 Business Case/402 Business Case A Comment on the Homework.mp4 36.38 MB
56 Software Integration/404 What are Data Servers Clients Requests and Responses.mp4 69.03 MB
56 Software Integration/405 What are Data Connectivity APIs and Endpoints.mp4 104.08 MB
56 Software Integration/406 Taking a Closer Look at APIs.mp4 115.59 MB
56 Software Integration/407 Communication between Software Products through Text Files.mp4 60.34 MB
56 Software Integration/408 Software Integration - Explained.mp4 63.69 MB
57 Case Study - Whats Next in the Course/409 Game Plan for this Python SQL and Tableau Business Exercise.mp4 52.3 MB
57 Case Study - Whats Next in the Course/410 The Business Task.mp4 39.15 MB
57 Case Study - Whats Next in the Course/411 Introducing the Data Set.mp4 40.86 MB
58 Case Study - Preprocessing the Absenteeism_data/413 Importing the Absenteeism Data in Python.mp4 23.15 MB
58 Case Study - Preprocessing the Absenteeism_data/414 Checking the Content of the Data Set.mp4 61.9 MB
58 Case Study - Preprocessing the Absenteeism_data/415 Introduction to Terms with Multiple Meanings.mp4 27.85 MB
58 Case Study - Preprocessing the Absenteeism_data/417 Using a Statistical Approach towards the Solution to the Exercise.mp4 20.18 MB
58 Case Study - Preprocessing the Absenteeism_data/418 Dropping a Column from a DataFrame in Python.mp4 61.76 MB
58 Case Study - Preprocessing the Absenteeism_data/421 Analyzing the Reasons for Absence.mp4 40.57 MB
58 Case Study - Preprocessing the Absenteeism_data/422 Obtaining Dummies from a Single Feature.mp4 81.11 MB
58 Case Study - Preprocessing the Absenteeism_data/426 More on Dummy Variables A Statistical Perspective.mp4 13.74 MB
58 Case Study - Preprocessing the Absenteeism_data/427 Classifying the Various Reasons for Absence.mp4 74.6 MB
58 Case Study - Preprocessing the Absenteeism_data/428 Using .concat() in Python.mp4 38.73 MB
58 Case Study - Preprocessing the Absenteeism_data/431 Reordering Columns in a Pandas DataFrame in Python.mp4 14.01 MB
58 Case Study - Preprocessing the Absenteeism_data/434 Creating Checkpoints while Coding in Jupyter.mp4 25.67 MB
58 Case Study - Preprocessing the Absenteeism_data/437 Analyzing the Dates from the Initial Data Set.mp4 57.28 MB
58 Case Study - Preprocessing the Absenteeism_data/438 Extracting the Month Value from the Date Column.mp4 47.79 MB
58 Case Study - Preprocessing the Absenteeism_data/439 Extracting the Day of the Week from the Date Column.mp4 27.96 MB
58 Case Study - Preprocessing the Absenteeism_data/441 Analyzing Several Straightforward Columns for this Exercise.mp4 29.51 MB
58 Case Study - Preprocessing the Absenteeism_data/442 Working on Education Children and Pets.mp4 39.59 MB
58 Case Study - Preprocessing the Absenteeism_data/443 Final Remarks of this Section.mp4 21.63 MB
59 Case Study - Applying Machine Learning to Create the absenteeism_module/445 Exploring the Problem with a Machine Learning Mindset.mp4 27.54 MB
59 Case Study - Applying Machine Learning to Create the absenteeism_module/446 Creating the Targets for the Logistic Regression.mp4 45.79 MB
59 Case Study - Applying Machine Learning to Create the absenteeism_module/447 Selecting the Inputs for the Logistic Regression.mp4 16.75 MB
59 Case Study - Applying Machine Learning to Create the absenteeism_module/448 Standardizing the Data.mp4 20.59 MB
59 Case Study - Applying Machine Learning to Create the absenteeism_module/449 Splitting the Data for Training and Testing.mp4 52.76 MB
59 Case Study - Applying Machine Learning to Create the absenteeism_module/450 Fitting the Model and Assessing its Accuracy.mp4 41.62 MB
59 Case Study - Applying Machine Learning to Create the absenteeism_module/451 Creating a Summary Table with the Coefficients and Intercept.mp4 38.87 MB
59 Case Study - Applying Machine Learning to Create the absenteeism_module/452 Interpreting the Coefficients for Our Problem.mp4 52.37 MB
59 Case Study - Applying Machine Learning to Create the absenteeism_module/453 Standardizing only the Numerical Variables (Creating a Custom Scaler).mp4 41.19 MB
59 Case Study - Applying Machine Learning to Create the absenteeism_module/454 Interpreting the Coefficients of the Logistic Regression.mp4 40.4 MB
59 Case Study - Applying Machine Learning to Create the absenteeism_module/455 Backward Elimination or How to Simplify Your Model.mp4 39.56 MB
59 Case Study - Applying Machine Learning to Create the absenteeism_module/456 Testing the Model We Created.mp4 49.06 MB
59 Case Study - Applying Machine Learning to Create the absenteeism_module/457 Saving the Model and Preparing it for Deployment.mp4 37.45 MB
59 Case Study - Applying Machine Learning to Create the absenteeism_module/460 Preparing the Deployment of the Model through a Module.mp4 44.48 MB
60 Case Study - Loading the absenteeism_module/462 Deploying the absenteeism_module - Part I.mp4 25.48 MB
60 Case Study - Loading the absenteeism_module/463 Deploying the absenteeism_module - Part II.mp4 54.25 MB
61 Case Study - Analyzing the Predicted Outputs in Tableau/466 Analyzing Age vs Probability in Tableau.mp4 56.55 MB
61 Case Study - Analyzing the Predicted Outputs in Tableau/468 Analyzing Reasons vs Probability in Tableau.mp4 59.33 MB
61 Case Study - Analyzing the Predicted Outputs in Tableau/470 Analyzing Transportation Expense vs Probability in Tableau.mp4 40.63 MB
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