Filename Size 01 Getting Started/001 Introduction-subtitle-en.srt 4.9 KB 01 Getting Started/001 Introduction.mp4 27.7 MB 01 Getting Started/002 [Activity] Getting What You Need-subtitle-en.srt 4.8 KB 01 Getting Started/002 [Activity] Getting What You Need.mp4 9.5 MB 01 Getting Started/003 [Activity] Installing Enthought Canopy-subtitle-en.srt 9.5 KB 01 Getting Started/003 [Activity] Installing Enthought Canopy.mp4 40.5 MB 01 Getting Started/004 Python Basics_ Part 1-subtitle-en.srt 33.7 KB 01 Getting Started/004 Python Basics_ Part 1.mp4 44 MB 01 Getting Started/005 [Activity] Python Basics_ Part 2-subtitle-en.srt 19.9 KB 01 Getting Started/005 [Activity] Python Basics_ Part 2.mp4 28.5 MB 01 Getting Started/006 Running Python Scripts-subtitle-en.srt 8.6 KB 01 Getting Started/006 Running Python Scripts.mp4 21.6 MB 01 Getting Started/007 Introducing the Pandas Library-subtitle-en.srt 18 KB 01 Getting Started/007 Introducing the Pandas Library.mp4 43.3 MB 01 Getting Started/external_links.txt 146 B 02 Statistics and Probability Refresher_ and Python Practise/008 Types of Data-subtitle-en.srt 15.4 KB 02 Statistics and Probability Refresher_ and Python Practise/008 Types of Data.mp4 34.1 MB 02 Statistics and Probability Refresher_ and Python Practise/009 Mean_ Median_ Mode-subtitle-en.srt 12.3 KB 02 Statistics and Probability Refresher_ and Python Practise/009 Mean_ Median_ Mode.mp4 28.2 MB 02 Statistics and Probability Refresher_ and Python Practise/010 [Activity] Using mean_ median_ and mode in Python-subtitle-en.srt 17.3 KB 02 Statistics and Probability Refresher_ and Python Practise/010 [Activity] Using mean_ median_ and mode in Python.mp4 39 MB 02 Statistics and Probability Refresher_ and Python Practise/011 [Activity] Variation and Standard Deviation-subtitle-en.srt 24.5 KB 02 Statistics and Probability Refresher_ and Python Practise/011 [Activity] Variation and Standard Deviation.mp4 45.6 MB 02 Statistics and Probability Refresher_ and Python Practise/012 Probability Density Function; Probability Mass Function-subtitle-en.srt 7.3 KB 02 Statistics and Probability Refresher_ and Python Practise/012 Probability Density Function; Probability Mass Function.mp4 12.4 MB 02 Statistics and Probability Refresher_ and Python Practise/013 Common Data Distributions-subtitle-en.srt 15.3 KB 02 Statistics and Probability Refresher_ and Python Practise/013 Common Data Distributions.mp4 27.7 MB 02 Statistics and Probability Refresher_ and Python Practise/014 [Activity] Percentiles and Moments-subtitle-en.srt 26.8 KB 02 Statistics and Probability Refresher_ and Python Practise/014 [Activity] Percentiles and Moments.mp4 43 MB 02 Statistics and Probability Refresher_ and Python Practise/015 [Activity] A Crash Course in matplotlib-subtitle-en.srt 27.1 KB 02 Statistics and Probability Refresher_ and Python Practise/015 [Activity] A Crash Course in matplotlib.mp4 49.3 MB 02 Statistics and Probability Refresher_ and Python Practise/016 [Activity] Covariance and Correlation-subtitle-en.srt 24.6 KB 02 Statistics and Probability Refresher_ and Python Practise/016 [Activity] Covariance and Correlation.mp4 49.8 MB 02 Statistics and Probability Refresher_ and Python Practise/017 [Exercise] Conditional Probability-subtitle-en.srt 24.5 KB 02 Statistics and Probability Refresher_ and Python Practise/017 [Exercise] Conditional Probability.mp4 49.6 MB 02 Statistics and Probability Refresher_ and Python Practise/018 Exercise Solution_ Conditional Probability of Purchase by Age-subtitle-en.srt 4.7 KB 02 Statistics and Probability Refresher_ and Python Practise/018 Exercise Solution_ Conditional Probability of Purchase by Age.mp4 14.1 MB 02 Statistics and Probability Refresher_ and Python Practise/019 Bayes' Theorem-subtitle-en.srt 11 KB 02 Statistics and Probability Refresher_ and Python Practise/019 Bayes' Theorem.mp4 30.1 MB 03 Predictive Models/020 [Activity] Linear Regression-subtitle-en.srt 24.3 KB 03 Predictive Models/020 [Activity] Linear Regression.mp4 33 MB 03 Predictive Models/021 [Activity] Polynomial Regression-subtitle-en.srt 16.7 KB 03 Predictive Models/021 [Activity] Polynomial Regression.mp4 29.8 MB 03 Predictive Models/022 [Activity] Multivariate Regression_ and Predicting Car Prices-subtitle-en.srt 23.8 KB 03 Predictive Models/022 [Activity] Multivariate Regression_ and Predicting Car Prices.mp4 50 MB 03 Predictive Models/023 Multi-Level Models-subtitle-en.srt 10.2 KB 03 Predictive Models/023 Multi-Level Models.mp4 23.7 MB 04 Machine Learning with Python/024 Supervised vs_ Unsupervised Learning_ and Train_Test-subtitle-en.srt 19.8 KB 04 Machine Learning with Python/024 Supervised vs_ Unsupervised Learning_ and Train_Test.mp4 47.8 MB 04 Machine Learning with Python/025 [Activity] Using Train_Test to Prevent Overfitting a Polynomial Regression-subtitle-en.srt 12.5 KB 04 Machine Learning with Python/025 [Activity] Using Train_Test to Prevent Overfitting a Polynomial Regression.mp4 22 MB 04 Machine Learning with Python/026 Bayesian Methods_ Concepts-subtitle-en.srt 8.4 KB 04 Machine Learning with Python/026 Bayesian Methods_ Concepts.mp4 19.4 MB 04 Machine Learning with Python/027 [Activity] Implementing a Spam Classifier with Naive Bayes-subtitle-en.srt 16.6 KB 04 Machine Learning with Python/027 [Activity] Implementing a Spam Classifier with Naive Bayes.mp4 36.5 MB 04 Machine Learning with Python/028 K-Means Clustering-subtitle-en.srt 16.3 KB 04 Machine Learning with Python/028 K-Means Clustering.mp4 30.3 MB 04 Machine Learning with Python/029 [Activity] Clustering people based on income and age-subtitle-en.srt 11 KB 04 Machine Learning with Python/029 [Activity] Clustering people based on income and age.mp4 24 MB 04 Machine Learning with Python/030 Measuring Entropy-subtitle-en.srt 6.6 KB 04 Machine Learning with Python/030 Measuring Entropy.mp4 17.5 MB 04 Machine Learning with Python/031 [Activity] Install GraphViz.html 2.7 KB 04 Machine Learning with Python/032 Decision Trees_ Concepts-subtitle-en.srt 20 KB 04 Machine Learning with Python/032 Decision Trees_ Concepts.mp4 39.7 MB 04 Machine Learning with Python/033 [Activity] Decision Trees_ Predicting Hiring Decisions-subtitle-en.srt 21.3 KB 04 Machine Learning with Python/033 [Activity] Decision Trees_ Predicting Hiring Decisions.mp4 38.2 MB 04 Machine Learning with Python/034 Ensemble Learning-subtitle-en.srt 13.8 KB 04 Machine Learning with Python/034 Ensemble Learning.mp4 33.7 MB 04 Machine Learning with Python/035 Support Vector Machines (SVM) Overview-subtitle-en.srt 9.4 KB 04 Machine Learning with Python/035 Support Vector Machines (SVM) Overview.mp4 21.8 MB 04 Machine Learning with Python/036 [Activity] Using SVM to cluster people using scikit-learn-subtitle-en.srt 11.3 KB 04 Machine Learning with Python/036 [Activity] Using SVM to cluster people using scikit-learn.mp4 20.8 MB 05 Recommender Systems/037 User-Based Collaborative Filtering-subtitle-en.srt 18.4 KB 05 Recommender Systems/037 User-Based Collaborative Filtering.mp4 36.8 MB 05 Recommender Systems/038 Item-Based Collaborative Filtering-subtitle-en.srt 19 KB 05 Recommender Systems/038 Item-Based Collaborative Filtering.mp4 33.6 MB 05 Recommender Systems/039 [Activity] Finding Movie Similarities-subtitle-en.srt 19.1 KB 05 Recommender Systems/039 [Activity] Finding Movie Similarities.mp4 48.5 MB 05 Recommender Systems/040 [Activity] Improving the Results of Movie Similarities-subtitle-en.srt 15.9 KB 05 Recommender Systems/040 [Activity] Improving the Results of Movie Similarities.mp4 44 MB 05 Recommender Systems/041 [Activity] Making Movie Recommendations to People-subtitle-en.srt 21.5 KB 05 Recommender Systems/041 [Activity] Making Movie Recommendations to People.mp4 63.3 MB 05 Recommender Systems/042 [Exercise] Improve the recommender's results-subtitle-en.srt 12.6 KB 05 Recommender Systems/042 [Exercise] Improve the recommender's results.mp4 45.9 MB 06 More Data Mining and Machine Learning Techniques/043 K-Nearest-Neighbors_ Concepts-subtitle-en.srt 8.5 KB 06 More Data Mining and Machine Learning Techniques/043 K-Nearest-Neighbors_ Concepts.mp4 19.9 MB 06 More Data Mining and Machine Learning Techniques/044 [Activity] Using KNN to predict a rating for a movie-subtitle-en.srt 26.9 KB 06 More Data Mining and Machine Learning Techniques/044 [Activity] Using KNN to predict a rating for a movie.mp4 59.2 MB 06 More Data Mining and Machine Learning Techniques/045 Dimensionality Reduction; Principal Component Analysis-subtitle-en.srt 11.7 KB 06 More Data Mining and Machine Learning Techniques/045 Dimensionality Reduction; Principal Component Analysis.mp4 35.7 MB 06 More Data Mining and Machine Learning Techniques/046 [Activity] PCA Example with the Iris data set-subtitle-en.srt 20.1 KB 06 More Data Mining and Machine Learning Techniques/046 [Activity] PCA Example with the Iris data set.mp4 53.3 MB 06 More Data Mining and Machine Learning Techniques/047 Data Warehousing Overview_ ETL and ELT-subtitle-en.srt 18.7 KB 06 More Data Mining and Machine Learning Techniques/047 Data Warehousing Overview_ ETL and ELT.mp4 54.1 MB 06 More Data Mining and Machine Learning Techniques/048 Reinforcement Learning-subtitle-en.srt 27 KB 06 More Data Mining and Machine Learning Techniques/048 Reinforcement Learning.mp4 63.6 MB 06 More Data Mining and Machine Learning Techniques/external_links.txt 113 B 07 Dealing with Real-World Data/049 Bias_Variance Tradeoff-subtitle-en.srt 13.7 KB 07 Dealing with Real-World Data/049 Bias_Variance Tradeoff.mp4 31.2 MB
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