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01 Getting Started/001 Introduction.mp4 57.6 MB
01 Getting Started/002 Activity Getting What You Need.mp4 32.6 MB
01 Getting Started/003 Activity Installing Enthought Canopy.mp4 47.78 MB
01 Getting Started/004 Python Basics Part 1.mp4 63.86 MB
01 Getting Started/005 Activity Python Basics Part 2.mp4 42.48 MB
01 Getting Started/006 Running Python Scripts.mp4 35.13 MB
02 Statistics and Probability Refresher and Python Practise/007 Types of Data.mp4 49.5 MB
02 Statistics and Probability Refresher and Python Practise/008 Mean Median Mode.mp4 44.61 MB
02 Statistics and Probability Refresher and Python Practise/009 Activity Using mean median and mode in Python.mp4 59.16 MB
02 Statistics and Probability Refresher and Python Practise/010 Activity Variation and Standard Deviation.mp4 67.08 MB
02 Statistics and Probability Refresher and Python Practise/011 Probability Density Function Probability Mass Function.mp4 18.52 MB
02 Statistics and Probability Refresher and Python Practise/012 Common Data Distributions.mp4 41.94 MB
02 Statistics and Probability Refresher and Python Practise/013 Activity Percentiles and Moments.mp4 63.03 MB
02 Statistics and Probability Refresher and Python Practise/014 Activity A Crash Course in matplotlib.mp4 71.83 MB
02 Statistics and Probability Refresher and Python Practise/015 Activity Covariance and Correlation.mp4 72.8 MB
02 Statistics and Probability Refresher and Python Practise/016 Exercise Conditional Probability.mp4 49.55 MB
02 Statistics and Probability Refresher and Python Practise/017 Exercise Solution Conditional Probability of Purchase by Age.mp4 22.72 MB
02 Statistics and Probability Refresher and Python Practise/018 Bayes Theorem.mp4 45.95 MB
03 Predictive Models/019 Activity Linear Regression.mp4 46 MB
03 Predictive Models/020 Activity Polynomial Regression.mp4 44.43 MB
03 Predictive Models/021 Activity Multivariate Regression and Predicting Car Prices.mp4 49.97 MB
03 Predictive Models/022 Multi-Level Models.mp4 34.9 MB
04 Machine Learning with Python/023 Supervised vs. Unsupervised Learning and TrainTest.mp4 69.24 MB
04 Machine Learning with Python/024 Activity Using TrainTest to Prevent Overfitting a Polynomial Regression.mp4 33.55 MB
04 Machine Learning with Python/025 Bayesian Methods Concepts.mp4 28.54 MB
04 Machine Learning with Python/026 Activity Implementing a Spam Classifier with Naive Bayes.mp4 56.26 MB
04 Machine Learning with Python/027 K-Means Clustering.mp4 44.77 MB
04 Machine Learning with Python/028 Activity Clustering people based on income and age.mp4 37.26 MB
04 Machine Learning with Python/029 Measuring Entropy.mp4 28.43 MB
04 Machine Learning with Python/030 Activity Install GraphViz.html 1.84 KB
04 Machine Learning with Python/031 Decision Trees Concepts.mp4 60.34 MB
04 Machine Learning with Python/032 Activity Decision Trees Predicting Hiring Decisions.mp4 55.76 MB
04 Machine Learning with Python/033 Ensemble Learning.mp4 52.68 MB
04 Machine Learning with Python/034 Support Vector Machines SVM Overview.mp4 33.31 MB
04 Machine Learning with Python/035 Activity Using SVM to cluster people using scikit-learn.mp4 30.95 MB
05 Recommender Systems/036 User-Based Collaborative Filtering.mp4 57.14 MB
05 Recommender Systems/037 Item-Based Collaborative Filtering.mp4 51.04 MB
05 Recommender Systems/038 Activity Finding Movie Similarities.mp4 74.45 MB
05 Recommender Systems/039 Activity Improving the Results of Movie Similarities.mp4 69.69 MB
05 Recommender Systems/040 Activity Making Movie Recommendations to People.mp4 99.85 MB
05 Recommender Systems/041 Exercise Improve the recommenders results.mp4 75.32 MB
06 More Data Mining and Machine Learning Techniques/042 K-Nearest-Neighbors Concepts.mp4 31.92 MB
06 More Data Mining and Machine Learning Techniques/043 Activity Using KNN to predict a rating for a movie.mp4 89.96 MB
06 More Data Mining and Machine Learning Techniques/044 Dimensionality Reduction Principal Component Analysis.mp4 55.46 MB
06 More Data Mining and Machine Learning Techniques/045 Activity PCA Example with the Iris data set.mp4 83.1 MB
06 More Data Mining and Machine Learning Techniques/046 Data Warehousing Overview ETL and ELT.mp4 83.96 MB
06 More Data Mining and Machine Learning Techniques/047 Reinforcement Learning.mp4 93.25 MB
07 Dealing with Real-World Data/048 BiasVariance Tradeoff.mp4 47.29 MB
07 Dealing with Real-World Data/049 Activity K-Fold Cross-Validation to avoid overfitting.mp4 68.67 MB
07 Dealing with Real-World Data/050 Data Cleaning and Normalization.mp4 48.28 MB
07 Dealing with Real-World Data/051 Activity Cleaning web log data.mp4 93.55 MB
07 Dealing with Real-World Data/052 Normalizing numerical data.mp4 29.66 MB
07 Dealing with Real-World Data/053 Activity Detecting outliers.mp4 61.29 MB
08 Apache Spark Machine Learning on Big Data/054 Activity Installing Spark - Part 1.mp4 72.7 MB
08 Apache Spark Machine Learning on Big Data/055 Activity Installing Spark - Part 2.mp4 134.15 MB
08 Apache Spark Machine Learning on Big Data/056 Spark Introduction.mp4 48.22 MB
08 Apache Spark Machine Learning on Big Data/057 Spark and the Resilient Distributed Dataset RDD.mp4 54.67 MB
08 Apache Spark Machine Learning on Big Data/058 Introducing MLLib.mp4 43.6 MB
08 Apache Spark Machine Learning on Big Data/059 Activity Decision Trees in Spark.mp4 132.09 MB
08 Apache Spark Machine Learning on Big Data/060 Activity K-Means Clustering in Spark.mp4 93.8 MB
08 Apache Spark Machine Learning on Big Data/061 TF IDF.mp4 49.27 MB
08 Apache Spark Machine Learning on Big Data/062 Activity Searching Wikipedia with Spark.mp4 98.61 MB
08 Apache Spark Machine Learning on Big Data/063 Activity Using the Spark 2.0 DataFrame API for MLLib.mp4 43.69 MB
09 Experimental Design/064 AB Testing Concepts.mp4 65.34 MB
09 Experimental Design/065 T-Tests and P-Values.mp4 47.03 MB
09 Experimental Design/066 Activity Hands-on With T-Tests.mp4 64.68 MB
09 Experimental Design/067 Determining How Long to Run an Experiment.mp4 27.36 MB
09 Experimental Design/068 AB Test Gotchas.mp4 66.5 MB
10 You made it/069 More to Explore.mp4 60.96 MB
10 You made it/070 Dont Forget to Leave a Rating.html 823 B
10 You made it/071 Bonus Lecture Discounts on my Spark and MapReduce courses.mp4 10.12 MB
Freetutorials.us.url 119 B
[FreeTutorials.us].txt 75 B
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