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57.6 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/01 Getting Started/002 Activity Getting What You Need.mp4 |
32.6 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/01 Getting Started/003 Activity Installing Enthought Canopy.mp4 |
47.8 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/01 Getting Started/004 Python Basics Part 1.mp4 |
63.9 MB |
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42.5 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/01 Getting Started/006 Running Python Scripts.mp4 |
35.1 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/02 Statistics and Probability Refresher and Python Practise/007 Types of Data.mp4 |
49.5 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/02 Statistics and Probability Refresher and Python Practise/008 Mean Median Mode.mp4 |
44.6 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/02 Statistics and Probability Refresher and Python Practise/009 Activity Using mean median and mode in Python.mp4 |
59.2 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/02 Statistics and Probability Refresher and Python Practise/010 Activity Variation and Standard Deviation.mp4 |
67.1 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/02 Statistics and Probability Refresher and Python Practise/011 Probability Density Function Probability Mass Function.mp4 |
18.5 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/02 Statistics and Probability Refresher and Python Practise/012 Common Data Distributions.mp4 |
41.9 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/02 Statistics and Probability Refresher and Python Practise/013 Activity Percentiles and Moments.mp4 |
63 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/02 Statistics and Probability Refresher and Python Practise/014 Activity A Crash Course in matplotlib.mp4 |
71.8 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/02 Statistics and Probability Refresher and Python Practise/015 Activity Covariance and Correlation.mp4 |
72.8 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/02 Statistics and Probability Refresher and Python Practise/016 Exercise Conditional Probability.mp4 |
49.6 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/02 Statistics and Probability Refresher and Python Practise/017 Exercise Solution Conditional Probability of Purchase by Age.mp4 |
22.7 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/02 Statistics and Probability Refresher and Python Practise/018 Bayes Theorem.mp4 |
45.9 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/03 Predictive Models/019 Activity Linear Regression.mp4 |
46 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/03 Predictive Models/020 Activity Polynomial Regression.mp4 |
44.4 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/03 Predictive Models/021 Activity Multivariate Regression and Predicting Car Prices.mp4 |
50 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/03 Predictive Models/022 Multi-Level Models.mp4 |
34.9 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/04 Machine Learning with Python/023 Supervised vs. Unsupervised Learning and TrainTest.mp4 |
69.2 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/04 Machine Learning with Python/024 Activity Using TrainTest to Prevent Overfitting a Polynomial Regression.mp4 |
33.5 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/04 Machine Learning with Python/025 Bayesian Methods Concepts.mp4 |
28.5 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/04 Machine Learning with Python/026 Activity Implementing a Spam Classifier with Naive Bayes.mp4 |
56.3 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/04 Machine Learning with Python/027 K-Means Clustering.mp4 |
44.8 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/04 Machine Learning with Python/028 Activity Clustering people based on income and age.mp4 |
37.3 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/04 Machine Learning with Python/029 Measuring Entropy.mp4 |
28.4 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/04 Machine Learning with Python/030 Activity Install GraphViz.html |
2 KB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/04 Machine Learning with Python/031 Decision Trees Concepts.mp4 |
60.3 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/04 Machine Learning with Python/032 Activity Decision Trees Predicting Hiring Decisions.mp4 |
55.8 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/04 Machine Learning with Python/033 Ensemble Learning.mp4 |
52.7 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/04 Machine Learning with Python/034 Support Vector Machines SVM Overview.mp4 |
33.3 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/04 Machine Learning with Python/035 Activity Using SVM to cluster people using scikit-learn.mp4 |
30.9 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/05 Recommender Systems/036 User-Based Collaborative Filtering.mp4 |
57.1 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/05 Recommender Systems/037 Item-Based Collaborative Filtering.mp4 |
51 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/05 Recommender Systems/038 Activity Finding Movie Similarities.mp4 |
74.4 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/05 Recommender Systems/039 Activity Improving the Results of Movie Similarities.mp4 |
69.7 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/05 Recommender Systems/040 Activity Making Movie Recommendations to People.mp4 |
99.8 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/05 Recommender Systems/041 Exercise Improve the recommenders results.mp4 |
75.3 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/06 More Data Mining and Machine Learning Techniques/042 K-Nearest-Neighbors Concepts.mp4 |
31.9 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/06 More Data Mining and Machine Learning Techniques/043 Activity Using KNN to predict a rating for a movie.mp4 |
90 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/06 More Data Mining and Machine Learning Techniques/044 Dimensionality Reduction Principal Component Analysis.mp4 |
55.5 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/06 More Data Mining and Machine Learning Techniques/045 Activity PCA Example with the Iris data set.mp4 |
83.1 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/06 More Data Mining and Machine Learning Techniques/046 Data Warehousing Overview ETL and ELT.mp4 |
84 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/06 More Data Mining and Machine Learning Techniques/047 Reinforcement Learning.mp4 |
93.2 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/07 Dealing with Real-World Data/048 BiasVariance Tradeoff.mp4 |
47.3 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/07 Dealing with Real-World Data/049 Activity K-Fold Cross-Validation to avoid overfitting.mp4 |
68.7 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/07 Dealing with Real-World Data/050 Data Cleaning and Normalization.mp4 |
48.3 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/07 Dealing with Real-World Data/051 Activity Cleaning web log data.mp4 |
93.5 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/07 Dealing with Real-World Data/052 Normalizing numerical data.mp4 |
29.7 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/07 Dealing with Real-World Data/053 Activity Detecting outliers.mp4 |
61.3 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/08 Apache Spark Machine Learning on Big Data/054 Activity Installing Spark - Part 1.mp4 |
72.7 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/08 Apache Spark Machine Learning on Big Data/055 Activity Installing Spark - Part 2.mp4 |
134.1 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/08 Apache Spark Machine Learning on Big Data/056 Spark Introduction.mp4 |
48.2 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/08 Apache Spark Machine Learning on Big Data/057 Spark and the Resilient Distributed Dataset RDD.mp4 |
54.7 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/08 Apache Spark Machine Learning on Big Data/058 Introducing MLLib.mp4 |
43.6 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/08 Apache Spark Machine Learning on Big Data/059 Activity Decision Trees in Spark.mp4 |
132.1 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/08 Apache Spark Machine Learning on Big Data/060 Activity K-Means Clustering in Spark.mp4 |
93.8 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/08 Apache Spark Machine Learning on Big Data/061 TF IDF.mp4 |
49.3 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/08 Apache Spark Machine Learning on Big Data/062 Activity Searching Wikipedia with Spark.mp4 |
98.6 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/08 Apache Spark Machine Learning on Big Data/063 Activity Using the Spark 2.0 DataFrame API for MLLib.mp4 |
43.7 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/09 Experimental Design/064 AB Testing Concepts.mp4 |
65.3 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/09 Experimental Design/065 T-Tests and P-Values.mp4 |
47 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/09 Experimental Design/066 Activity Hands-on With T-Tests.mp4 |
64.7 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/09 Experimental Design/067 Determining How Long to Run an Experiment.mp4 |
27.4 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/09 Experimental Design/068 AB Test Gotchas.mp4 |
66.5 MB |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/10 You made it/069 More to Explore.mp4 |
61 MB |
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823 B |
| [FreeTutorials.Us] data-science-and-machine-learning-with-python-hands-on/10 You made it/071 Bonus Lecture Discounts on my Spark and MapReduce courses.mp4 |
10.1 MB |
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119 B |
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75 B |
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