Udemy - LEARNING PATH Statistics for Machine Learning

Files Included :

1 - The Course Overview.mp4 (5.02 MB)
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10 - Compensating Factors in Machine Learning Models.mp4 (8.81 MB)
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11 - Simple Linear Regression from First Principles.mp4 (4.28 MB)
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12 - Simple Linear Regression Using Wine Quality Data.mp4 (5.08 MB)
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13 - MultiLinear Regression.mp4 (16.94 MB)
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14 - Linear Regression Model Ridge Regression.mp4 (6.08 MB)
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15 - Linear Regression Model Lasso Regression.mp4 (4.76 MB)
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16 - Maximum Likelihood Estimation.mp4 (4.03 MB)
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17 - Logistic Regression.mp4 (41.29 MB)
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18 - Random Forest.mp4 (19.15 MB)
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19 - Variable Importance Plot.mp4 (10.36 MB)
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2 - Machine Learning.mp4 (6.73 MB)
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3 - Statistical Terminology for Model Building and Validation.mp4 (24.82 MB)
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4 - Bias Versus Variance TradeOff.mp4 (8.03 MB)
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5 - Linear Regression Versus Gradient Descent.mp4 (7.17 MB)
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6 - Machine Learning Losses.mp4 (2.29 MB)
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7 - Train Validation and Test Data.mp4 (4.75 MB)
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8 - CrossValidation and Grid Search.mp4 (9.58 MB)
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9 - Machine Learning Model Overview.mp4 (8.95 MB)
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20 - The Course Overview.mp4 (5.41 MB)
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21 - Artificial Neural Networks.mp4 (7.13 MB)
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22 - Forward Propagation and Back Propagation.mp4 (5.06 MB)
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23 - Optimization of Neural Networks.mp4 (10.63 MB)
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24 - ANN Classifier Applied on Handwritten Digits.mp4 (10.25 MB)
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25 - Introduction to Deep Learning.mp4 (14.33 MB)
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26 - Kmeans Clustering.mp4 (26.55 MB)
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27 - Principal Component Analysis.mp4 (23.2 MB)
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28 - Singular Value Decomposition.mp4 (10.37 MB)
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29 - Deep Autoencoders.mp4 (4.07 MB)
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30 - Deep Autoencoders Applied on Handwritten Digits.mp4 (14.44 MB)
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31 - Introduction to Reinforcement Learning.mp4 (6.03 MB)
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32 - Reinforcement Learning Basics.mp4 (8.96 MB)
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33 - Markov Decision Process and Bellman Equations.mp4 (10.29 MB)
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34 - Dynamic Programming.mp4 (16.7 MB)
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35 - Monte Carlo Methods.mp4 (23.73 MB)
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36 - Temporal Difference Learning.mp4 (17.64 MB)
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