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[FreeCourseSite.com] Udemy - Machine Learning, Data Science and Deep Learning with Python

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FreeCourseSite com Udemy Machine Learning Data Science and Deep Learning with Python

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1 - Getting Started/1 - Introduction Bulgarian.vtt

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1 - Getting Started/3 - Important note.html

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2 - Statistics and Probability Refresher and Python Practice/18 - Common Data Distributions Normal Binomial Poisson etc.mp4

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2 - Statistics and Probability Refresher and Python Practice/19 - Activity Percentiles and Moments Bulgarian.vtt

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2 - Statistics and Probability Refresher and Python Practice/19 - Activity Percentiles and Moments.mp4

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2 - Statistics and Probability Refresher and Python Practice/20 - Activity A Crash Course in matplotlib Bulgarian.vtt

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2 - Statistics and Probability Refresher and Python Practice/20 - Activity A Crash Course in matplotlib.mp4

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2 - Statistics and Probability Refresher and Python Practice/21 - Activity Advanced Visualization with Seaborn Bulgarian.vtt

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2 - Statistics and Probability Refresher and Python Practice/21 - Activity Advanced Visualization with Seaborn.mp4

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2 - Statistics and Probability Refresher and Python Practice/22 - Activity Covariance and Correlation Bulgarian.vtt

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2 - Statistics and Probability Refresher and Python Practice/22 - Activity Covariance and Correlation.mp4

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2 - Statistics and Probability Refresher and Python Practice/23 - Exercise Conditional Probability Bulgarian.vtt

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2 - Statistics and Probability Refresher and Python Practice/23 - Exercise Conditional Probability.mp4

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2 - Statistics and Probability Refresher and Python Practice/24 - Exercise Solution Conditional Probability of Purchase by Age Bulgarian.vtt

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2 - Statistics and Probability Refresher and Python Practice/24 - Exercise Solution Conditional Probability of Purchase by Age.mp4

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2 - Statistics and Probability Refresher and Python Practice/25 - Bayes Theorem Bulgarian.vtt

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2 - Statistics and Probability Refresher and Python Practice/25 - Bayes Theorem.mp4

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3 - Predictive Models/26 - Activity Linear Regression Bulgarian.vtt

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23.31KB

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90.53MB

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29.98KB

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30.07KB

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30.04KB

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32.76KB

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32.23KB

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49.96KB

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31.59KB

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31.58KB

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30.54KB

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28.19KB

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31.01KB

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31.21KB

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31.46KB

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30.58KB

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31.61KB

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30.12KB

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43.21KB

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37.7KB

3 - Predictive Models/28 - Activity Multiple Regression and Predicting Car Prices.mp4

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14.15KB

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17.13KB

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16.91KB

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18.15KB

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28.26KB

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28.47KB

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16.94KB

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4 - Machine Learning with Python/30 - Supervised vs Unsupervised Learning and TrainTest.mp4

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4 - Machine Learning with Python/31 - Activity Using TrainTest to Prevent Overfitting a Polynomial Regression Bulgarian.vtt

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10.65KB

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15.47KB

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4 - Machine Learning with Python/31 - Activity Using TrainTest to Prevent Overfitting a Polynomial Regression.mp4

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6.7KB

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14.11KB

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4 - Machine Learning with Python/33 - Activity Implementing a Spam Classifier with Naive Bayes.mp4

118.41MB

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14KB

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13.23KB

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14.41KB

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10KB

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16.46KB

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4 - Machine Learning with Python/35 - Activity Clustering people based on income and age.mp4

36MB

4 - Machine Learning with Python/36 - Measuring Entropy Bulgarian.vtt

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5.6KB

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5.93KB

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6.06KB

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9.8KB

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4 - Machine Learning with Python/37 - Activity WINDOWS Installing Graphviz Bulgarian.vtt

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780B

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4 - Machine Learning with Python/37 - Activity WINDOWS Installing Graphviz.mp4

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4 - Machine Learning with Python/38 - Activity MAC Installing Graphviz.mp4

15.53MB

4 - Machine Learning with Python/39 - Activity LINUX Installing Graphviz Bulgarian.vtt

1.74KB

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1.26KB

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1.22KB

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1.94KB

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1.32KB

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1.54KB

4 - Machine Learning with Python/39 - Activity LINUX Installing Graphviz.mp4

3.51MB

4 - Machine Learning with Python/40 - Decision Trees Concepts Bulgarian.vtt

24.5KB

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16.72KB

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16.4KB

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16.41KB

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16.54KB

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17.91KB

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17.97KB

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26.9KB

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17.23KB

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17.64KB

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16.66KB

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15.54KB

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16.85KB

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16.55KB

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17.07KB

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17.22KB

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17.24KB

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16.79KB

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17.03KB

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26.88KB

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16.99KB

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24.05KB

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20.54KB

4 - Machine Learning with Python/40 - Decision Trees Concepts.mp4

119.68MB

4 - Machine Learning with Python/41 - Activity Decision Trees Predicting Hiring Decisions Bulgarian.vtt

26.66KB

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18.01KB

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17.95KB

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17.75KB

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19.5KB

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17.99KB

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18.59KB

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18.75KB

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19.21KB

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18.28KB

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30.07KB

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25.94KB

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22.68KB

4 - Machine Learning with Python/41 - Activity Decision Trees Predicting Hiring Decisions.mp4

93.26MB

4 - Machine Learning with Python/42 - Ensemble Learning Bulgarian.vtt

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11.22KB

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11.28KB

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12.16KB

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17.91KB

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11.57KB

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10.63KB

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62.91MB

4 - Machine Learning with Python/43 - Activity XGBoost Bulgarian.vtt

44.21KB

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29.51KB

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29.41KB

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29.65KB

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32.5KB

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31.06KB

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28.54KB

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30.05KB

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36.73KB

4 - Machine Learning with Python/43 - Activity XGBoost.mp4

120.67MB

4 - Machine Learning with Python/44 - Support Vector Machines SVM Overview Bulgarian.vtt

12.37KB

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8.42KB

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8.26KB

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8.42KB

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9.07KB

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8.84KB

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13.88KB

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4 - Machine Learning with Python/44 - Support Vector Machines SVM Overview.mp4

27.13MB

4 - Machine Learning with Python/45 - Activity Using SVM to cluster people using scikitlearn Bulgarian.vtt

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28.75KB

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22.18KB

4 - Machine Learning with Python/45 - Activity Using SVM to cluster people using scikitlearn.mp4

57.11MB

5 - Recommender Systems/46 - UserBased Collaborative Filtering Bulgarian.vtt

23.19KB

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15.6KB

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15.27KB

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15.52KB

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16.19KB

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16.6KB

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16.56KB

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24.79KB

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16.24KB

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16.35KB

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15.76KB

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14.43KB

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15.95KB

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22.52KB

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19.29KB

5 - Recommender Systems/46 - UserBased Collaborative Filtering.mp4

119.66MB

5 - Recommender Systems/47 - ItemBased Collaborative Filtering Bulgarian.vtt

23.81KB

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15.92KB

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15.69KB

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15.49KB

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16.12KB

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17.05KB

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25.67KB

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16.26KB

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16.33KB

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15.82KB

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25.91KB

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15.94KB

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37.36MB

5 - Recommender Systems/48 - Activity Finding Movie Similarities using Cosine Similarity Bulgarian.vtt

24.78KB

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15.8KB

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16.28KB

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27.01KB

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137.05MB

5 - Recommender Systems/49 - Activity Improving the Results of Movie Similarities Bulgarian.vtt

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5 - Recommender Systems/50 - Activity Making Movie Recommendations with ItemBased Collaborative Filtering Bulgarian.vtt

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6 - More Data Mining and Machine Learning Techniques/53 - Activity Using KNN to predict a rating for a movie Bulgarian.vtt

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140.72MB

6 - More Data Mining and Machine Learning Techniques/54 - Dimensionality Reduction Principal Component Analysis PCA Bulgarian.vtt

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10.16KB

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10.47KB

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16.82KB

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6 - More Data Mining and Machine Learning Techniques/54 - Dimensionality Reduction Principal Component Analysis PCA.mp4

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6 - More Data Mining and Machine Learning Techniques/55 - Activity PCA Example with the Iris data set Bulgarian.vtt

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6 - More Data Mining and Machine Learning Techniques/56 - Data Warehousing Overview ETL and ELT Bulgarian.vtt

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100.72MB

6 - More Data Mining and Machine Learning Techniques/57 - Cat and Mouse Example.txt

79B

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84B

6 - More Data Mining and Machine Learning Techniques/57 - Python Markov Decision Process Toolbox.txt

58B

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34.37KB

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22.67KB

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37KB

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22.46KB

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23.72KB

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22.9KB

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37.95KB

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22.79KB

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32.17KB

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28.39KB

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182.27MB

6 - More Data Mining and Machine Learning Techniques/58 - Activity Reinforcement Learning QLearning with Gym Bulgarian.vtt

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22.49KB

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37.48KB

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24.01KB

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21.38KB

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6 - More Data Mining and Machine Learning Techniques/58 - Activity Reinforcement Learning QLearning with Gym Korean.vtt

21.68KB

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24.35KB

6 - More Data Mining and Machine Learning Techniques/58 - Activity Reinforcement Learning QLearning with Gym Lithuanian.vtt

23.49KB

6 - More Data Mining and Machine Learning Techniques/58 - Activity Reinforcement Learning QLearning with Gym Polish.vtt

21.12KB

6 - More Data Mining and Machine Learning Techniques/58 - Activity Reinforcement Learning QLearning with Gym Portuguese.vtt

20.65KB

6 - More Data Mining and Machine Learning Techniques/58 - Activity Reinforcement Learning QLearning with Gym Romanian.vtt

24.62KB

6 - More Data Mining and Machine Learning Techniques/58 - Activity Reinforcement Learning QLearning with Gym Slovak.vtt

23.51KB

6 - More Data Mining and Machine Learning Techniques/58 - Activity Reinforcement Learning QLearning with Gym Spanish.vtt

21.05KB

6 - More Data Mining and Machine Learning Techniques/58 - Activity Reinforcement Learning QLearning with Gym Swedish.vtt

23.57KB

6 - More Data Mining and Machine Learning Techniques/58 - Activity Reinforcement Learning QLearning with Gym Thai.vtt

38.77KB

6 - More Data Mining and Machine Learning Techniques/58 - Activity Reinforcement Learning QLearning with Gym Ukrainian.vtt

33.5KB

6 - More Data Mining and Machine Learning Techniques/58 - Activity Reinforcement Learning QLearning with Gym Vietnamese.vtt

26.05KB

6 - More Data Mining and Machine Learning Techniques/58 - Activity Reinforcement Learning QLearning with Gym.mp4

94.02MB

6 - More Data Mining and Machine Learning Techniques/59 - Understanding a Confusion Matrix Bulgarian.vtt

15.31KB

6 - More Data Mining and Machine Learning Techniques/59 - Understanding a Confusion Matrix Czech.vtt

10.43KB

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10.6KB

6 - More Data Mining and Machine Learning Techniques/59 - Understanding a Confusion Matrix Dutch.vtt

10.31KB

6 - More Data Mining and Machine Learning Techniques/59 - Understanding a Confusion Matrix English.vtt

10.15KB

6 - More Data Mining and Machine Learning Techniques/59 - Understanding a Confusion Matrix Estonian.vtt

10.44KB

6 - More Data Mining and Machine Learning Techniques/59 - Understanding a Confusion Matrix Finnish.vtt

10.69KB

6 - More Data Mining and Machine Learning Techniques/59 - Understanding a Confusion Matrix French.vtt

11.17KB

6 - More Data Mining and Machine Learning Techniques/59 - Understanding a Confusion Matrix German.vtt

11.08KB

6 - More Data Mining and Machine Learning Techniques/59 - Understanding a Confusion Matrix Greek.vtt

16.34KB

6 - More Data Mining and Machine Learning Techniques/59 - Understanding a Confusion Matrix Hungarian.vtt

10.56KB

6 - More Data Mining and Machine Learning Techniques/59 - Understanding a Confusion Matrix Indonesian.vtt

11.04KB

6 - More Data Mining and Machine Learning Techniques/59 - Understanding a Confusion Matrix Italian.vtt

10.5KB

6 - More Data Mining and Machine Learning Techniques/59 - Understanding a Confusion Matrix Korean.vtt

9.71KB

6 - More Data Mining and Machine Learning Techniques/59 - Understanding a Confusion Matrix Latvian.vtt

10.66KB

6 - More Data Mining and Machine Learning Techniques/59 - Understanding a Confusion Matrix Lithuanian.vtt

10.45KB

6 - More Data Mining and Machine Learning Techniques/59 - Understanding a Confusion Matrix Polish.vtt

10.68KB

6 - More Data Mining and Machine Learning Techniques/59 - Understanding a Confusion Matrix Portuguese.vtt

10.68KB

6 - More Data Mining and Machine Learning Techniques/59 - Understanding a Confusion Matrix Romanian.vtt

10.9KB

6 - More Data Mining and Machine Learning Techniques/59 - Understanding a Confusion Matrix Slovak.vtt

10.39KB

6 - More Data Mining and Machine Learning Techniques/59 - Understanding a Confusion Matrix Spanish.vtt

10.65KB

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10.79KB

6 - More Data Mining and Machine Learning Techniques/59 - Understanding a Confusion Matrix Thai.vtt

16.95KB

6 - More Data Mining and Machine Learning Techniques/59 - Understanding a Confusion Matrix Ukrainian.vtt

14.84KB

6 - More Data Mining and Machine Learning Techniques/59 - Understanding a Confusion Matrix Vietnamese.vtt

12.98KB

6 - More Data Mining and Machine Learning Techniques/59 - Understanding a Confusion Matrix.mp4

9.38MB

6 - More Data Mining and Machine Learning Techniques/60 - Measuring Classifiers Precision Recall F1 ROC AUC Bulgarian.vtt

18.37KB

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11.75KB

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12.07KB

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11.36KB

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11.1KB

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11.65KB

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11.79KB

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12.16KB

6 - More Data Mining and Machine Learning Techniques/60 - Measuring Classifiers Precision Recall F1 ROC AUC German.vtt

12.45KB

6 - More Data Mining and Machine Learning Techniques/60 - Measuring Classifiers Precision Recall F1 ROC AUC Greek.vtt

18.38KB

6 - More Data Mining and Machine Learning Techniques/60 - Measuring Classifiers Precision Recall F1 ROC AUC Hungarian.vtt

12.09KB

6 - More Data Mining and Machine Learning Techniques/60 - Measuring Classifiers Precision Recall F1 ROC AUC Indonesian.vtt

11.76KB

6 - More Data Mining and Machine Learning Techniques/60 - Measuring Classifiers Precision Recall F1 ROC AUC Italian.vtt

11.51KB

6 - More Data Mining and Machine Learning Techniques/60 - Measuring Classifiers Precision Recall F1 ROC AUC Korean.vtt

10.43KB

6 - More Data Mining and Machine Learning Techniques/60 - Measuring Classifiers Precision Recall F1 ROC AUC Latvian.vtt

12.47KB

6 - More Data Mining and Machine Learning Techniques/60 - Measuring Classifiers Precision Recall F1 ROC AUC Lithuanian.vtt

11.77KB

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11.69KB

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12.05KB

6 - More Data Mining and Machine Learning Techniques/60 - Measuring Classifiers Precision Recall F1 ROC AUC Romanian.vtt

12.32KB

6 - More Data Mining and Machine Learning Techniques/60 - Measuring Classifiers Precision Recall F1 ROC AUC Slovak.vtt

11.88KB

6 - More Data Mining and Machine Learning Techniques/60 - Measuring Classifiers Precision Recall F1 ROC AUC Spanish.vtt

12KB

6 - More Data Mining and Machine Learning Techniques/60 - Measuring Classifiers Precision Recall F1 ROC AUC Swedish.vtt

11.81KB

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19.54KB

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17.24KB

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14.16KB

6 - More Data Mining and Machine Learning Techniques/60 - Measuring Classifiers Precision Recall F1 ROC AUC.mp4

15.51MB

7 - Dealing with RealWorld Data/61 - BiasVariance Tradeoff Bulgarian.vtt

17.33KB

7 - Dealing with RealWorld Data/61 - BiasVariance Tradeoff Czech.vtt

11.6KB

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11.44KB

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11.54KB

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11.15KB

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11.41KB

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12.1KB

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18.95KB

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11.61KB

7 - Dealing with RealWorld Data/61 - BiasVariance Tradeoff Italian.vtt

11.51KB

7 - Dealing with RealWorld Data/61 - BiasVariance Tradeoff Korean.vtt

10.71KB

7 - Dealing with RealWorld Data/61 - BiasVariance Tradeoff Latvian.vtt

11.54KB

7 - Dealing with RealWorld Data/61 - BiasVariance Tradeoff Lithuanian.vtt

11.27KB

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12.26KB

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11.44KB

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11.74KB

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11.37KB

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19.29KB

7 - Dealing with RealWorld Data/61 - BiasVariance Tradeoff Turkish.vtt

11.82KB

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16.7KB

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14.34KB

7 - Dealing with RealWorld Data/61 - BiasVariance Tradeoff.mp4

39.65MB

7 - Dealing with RealWorld Data/62 - Activity KFold CrossValidation to avoid overfitting Bulgarian.vtt

28.43KB

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19.03KB

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18.58KB

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18.82KB

7 - Dealing with RealWorld Data/62 - Activity KFold CrossValidation to avoid overfitting English.vtt

17.96KB

7 - Dealing with RealWorld Data/62 - Activity KFold CrossValidation to avoid overfitting Estonian.vtt

18.42KB

7 - Dealing with RealWorld Data/62 - Activity KFold CrossValidation to avoid overfitting Finnish.vtt

18.23KB

7 - Dealing with RealWorld Data/62 - Activity KFold CrossValidation to avoid overfitting French.vtt

20.38KB

7 - Dealing with RealWorld Data/62 - Activity KFold CrossValidation to avoid overfitting German.vtt

19.83KB

7 - Dealing with RealWorld Data/62 - Activity KFold CrossValidation to avoid overfitting Greek.vtt

31.41KB

7 - Dealing with RealWorld Data/62 - Activity KFold CrossValidation to avoid overfitting Hungarian.vtt

19.47KB

7 - Dealing with RealWorld Data/62 - Activity KFold CrossValidation to avoid overfitting Indonesian.vtt

19.54KB

7 - Dealing with RealWorld Data/62 - Activity KFold CrossValidation to avoid overfitting Italian.vtt

19.18KB

7 - Dealing with RealWorld Data/62 - Activity KFold CrossValidation to avoid overfitting Korean.vtt

17.62KB

7 - Dealing with RealWorld Data/62 - Activity KFold CrossValidation to avoid overfitting Latvian.vtt

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18.7KB

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20.07KB

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19.51KB

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18.59KB

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31.25KB

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27.85KB

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7 - Dealing with RealWorld Data/62 - Activity KFold CrossValidation to avoid overfitting.mp4

85.82MB

7 - Dealing with RealWorld Data/63 - Data Cleaning and Normalization Bulgarian.vtt

21.12KB

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14.19KB

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14.29KB

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14.09KB

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14.03KB

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13.9KB

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14KB

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15.55KB

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15.26KB

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22.84KB

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14.71KB

7 - Dealing with RealWorld Data/63 - Data Cleaning and Normalization Indonesian.vtt

14.85KB

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14.16KB

7 - Dealing with RealWorld Data/63 - Data Cleaning and Normalization Korean.vtt

13.43KB

7 - Dealing with RealWorld Data/63 - Data Cleaning and Normalization Latvian.vtt

14.3KB

7 - Dealing with RealWorld Data/63 - Data Cleaning and Normalization Lithuanian.vtt

14KB

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14.41KB

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14.83KB

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15KB

7 - Dealing with RealWorld Data/63 - Data Cleaning and Normalization Slovak.vtt

14.24KB

7 - Dealing with RealWorld Data/63 - Data Cleaning and Normalization Spanish.vtt

14.59KB

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13.98KB

7 - Dealing with RealWorld Data/63 - Data Cleaning and Normalization Thai.vtt

22.6KB

7 - Dealing with RealWorld Data/63 - Data Cleaning and Normalization Turkish.vtt

13.74KB

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20.58KB

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17.39KB

7 - Dealing with RealWorld Data/63 - Data Cleaning and Normalization.mp4

106.54MB

7 - Dealing with RealWorld Data/64 - Activity Cleaning web log data Bulgarian.vtt

27.79KB

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19.34KB

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18.99KB

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19.04KB

7 - Dealing with RealWorld Data/64 - Activity Cleaning web log data English.vtt

18.87KB

7 - Dealing with RealWorld Data/64 - Activity Cleaning web log data Estonian.vtt

19.03KB

7 - Dealing with RealWorld Data/64 - Activity Cleaning web log data Finnish.vtt

19.07KB

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20.39KB

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20.28KB

7 - Dealing with RealWorld Data/64 - Activity Cleaning web log data Greek.vtt

31.09KB

7 - Dealing with RealWorld Data/64 - Activity Cleaning web log data Hungarian.vtt

19.73KB

7 - Dealing with RealWorld Data/64 - Activity Cleaning web log data Indonesian.vtt

20.13KB

7 - Dealing with RealWorld Data/64 - Activity Cleaning web log data Italian.vtt

19.28KB

7 - Dealing with RealWorld Data/64 - Activity Cleaning web log data Korean.vtt

18.3KB

7 - Dealing with RealWorld Data/64 - Activity Cleaning web log data Latvian.vtt

19.53KB

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19.11KB

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19.99KB

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20.22KB

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19.99KB

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19.64KB

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19.99KB

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19.05KB

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31.83KB

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19.35KB

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27.18KB

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24.35KB

7 - Dealing with RealWorld Data/64 - Activity Cleaning web log data.mp4

52.67MB

7 - Dealing with RealWorld Data/65 - Normalizing numerical data Bulgarian.vtt

9.64KB

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6.3KB

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6.43KB

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6.42KB

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6.32KB

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6.49KB

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6.31KB

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6.99KB

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6.91KB

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10.62KB

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6.78KB

7 - Dealing with RealWorld Data/65 - Normalizing numerical data Indonesian.vtt

6.96KB

7 - Dealing with RealWorld Data/65 - Normalizing numerical data Italian.vtt

6.39KB

7 - Dealing with RealWorld Data/65 - Normalizing numerical data Korean.vtt

6.17KB

7 - Dealing with RealWorld Data/65 - Normalizing numerical data Latvian.vtt

6.47KB

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6.36KB

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6.67KB

7 - Dealing with RealWorld Data/65 - Normalizing numerical data Portuguese.vtt

6.78KB

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6.81KB

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6.43KB

7 - Dealing with RealWorld Data/65 - Normalizing numerical data Spanish.vtt

6.57KB

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6.36KB

7 - Dealing with RealWorld Data/65 - Normalizing numerical data Thai.vtt

11.56KB

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6.63KB

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9.52KB

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8.23KB

7 - Dealing with RealWorld Data/65 - Normalizing numerical data.mp4

17.42MB

7 - Dealing with RealWorld Data/66 - Activity Detecting outliers Bulgarian.vtt

17.61KB

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11.86KB

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11.82KB

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11.82KB

7 - Dealing with RealWorld Data/66 - Activity Detecting outliers English.vtt

11.63KB

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11.89KB

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11.79KB

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12.49KB

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12.65KB

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19.04KB

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12.34KB

7 - Dealing with RealWorld Data/66 - Activity Detecting outliers Indonesian.vtt

12.42KB

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11.7KB

7 - Dealing with RealWorld Data/66 - Activity Detecting outliers Korean.vtt

10.98KB

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11.85KB

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11.87KB

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12.4KB

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12.03KB

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12.54KB

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11.95KB

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12.33KB

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11.75KB

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20.36KB

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17.14KB

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14.87KB

7 - Dealing with RealWorld Data/66 - Activity Detecting outliers.mp4

41.46MB

7 - Dealing with RealWorld Data/67 - Feature Engineering and the Curse of Dimensionality Bulgarian.vtt

18.3KB

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12.06KB

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12.38KB

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12.25KB

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12.16KB

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12.14KB

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12.37KB

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13.73KB

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12.87KB

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20.03KB

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12.81KB

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12.91KB

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12.66KB

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11.64KB

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12.17KB

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11.74KB

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12.46KB

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13.08KB

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13.17KB

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12.27KB

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12.95KB

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12.47KB

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20.42KB

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17.43KB

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15.13KB

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22.25MB

7 - Dealing with RealWorld Data/68 - Imputation Techniques for Missing Data Bulgarian.vtt

22.7KB

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15.34KB

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15.29KB

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15.33KB

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15.02KB

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15.07KB

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15.16KB

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17.03KB

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16.19KB

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25.14KB

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15.58KB

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16.21KB

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15.46KB

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15.53KB

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15.26KB

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15.07KB

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15.97KB

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16.07KB

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16.27KB

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