Frank Kane - Data Science and Machine Learning with Python

Torrent Hash:
902047CE076DB105EB3629622C6BB88DDC5DF5FC
Number of Files:
67
Content Size:
2.51GB
Convert On:
2019-07-16
Keywords:
FrankKaneDataScienceandMachineLearningwithPython
Magnet Link:
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File Name
Size
01 Getting Started/001 Introduction.mp4
43.99MB
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01 Getting Started/002 Getting What You Need.mp4
25.22MB
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01 Getting Started/003 Activity Installing Enthought Canopy.mp4
33.42MB
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01 Getting Started/004 Python Basics, Part 1.mp4
43.97MB
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01 Getting Started/005 Activity Python Basics, Part 2.mp4
28.46MB
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01 Getting Started/006 Running Python Scripts.mp4
21.57MB
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02 Statistics and Probability Refresher, and Python Practise/001 Types of Data.mp4
34.11MB
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02 Statistics and Probability Refresher, and Python Practise/002 Mean, Median, Mode.mp4
28.17MB
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02 Statistics and Probability Refresher, and Python Practise/003 Activity Using mean, median, and mode in Python.mp4
38.99MB
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02 Statistics and Probability Refresher, and Python Practise/004 Activity Variation and Standard Deviation.mp4
45.62MB
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02 Statistics and Probability Refresher, and Python Practise/005 Probability Density Function Probability Mass Function.mp4
12.35MB
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02 Statistics and Probability Refresher, and Python Practise/006 Common Data Distributions.mp4
27.67MB
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02 Statistics and Probability Refresher, and Python Practise/007 Activity Percentiles and Moments.mp4
42.98MB
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02 Statistics and Probability Refresher, and Python Practise/008 Activity A Crash Course in matplotlib.mp4
49.28MB
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02 Statistics and Probability Refresher, and Python Practise/009 Activity Covariance and Correlation.mp4
49.78MB
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02 Statistics and Probability Refresher, and Python Practise/010 Exercise Conditional Probability.mp4
52.81MB
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02 Statistics and Probability Refresher, and Python Practise/011 Exercise Solution Conditional Probability of Purchase by Age.mp4
14.09MB
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02 Statistics and Probability Refresher, and Python Practise/012 Bayes Theorem.mp4
30.13MB
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03 Predictive Models/001 Activity Linear Regression.mp4
41.08MB
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03 Predictive Models/002 Activity Polynomial Regression.mp4
29.78MB
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03 Predictive Models/003 Activity Multivariate Regression, and Predicting Car Prices.mp4
40.07MB
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03 Predictive Models/004 Multi-Level Models.mp4
23.66MB
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04 Machine Learning with Python/001 Supervised vs. Unsupervised Learning, and TrainTest.mp4
47.8MB
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04 Machine Learning with Python/002 Activity Using TrainTest to Prevent Overfitting a Polynomial Regression.mp4
22.02MB
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04 Machine Learning with Python/003 Bayesian Methods Concepts.mp4
19.41MB
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04 Machine Learning with Python/004 Activity Implementing a Spam Classifier with Naive Bayes.mp4
36.48MB
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04 Machine Learning with Python/005 K-Means Clustering.mp4
30.3MB
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04 Machine Learning with Python/006 Activity Clustering people based on income and age.mp4
23.98MB
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04 Machine Learning with Python/007 Measuring Entropy.mp4
17.48MB
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04 Machine Learning with Python/008 Decision Trees Concepts.mp4
39.72MB
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04 Machine Learning with Python/009 Activity Decision Trees Predicting Hiring Decisions.mp4
38.23MB
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04 Machine Learning with Python/010 Ensemble Learning.mp4
33.7MB
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04 Machine Learning with Python/011 Support Vector Machines SVM Overview.mp4
21.77MB
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04 Machine Learning with Python/012 Activity Using SVM to cluster people using scikit-learn.mp4
20.84MB
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05 Recommender Systems/001 User-Based Collaborative Filtering.mp4
36.81MB
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05 Recommender Systems/002 Item-Based Collaborative Filtering.mp4
33.56MB
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05 Recommender Systems/003 Activity Finding Movie Similarities.mp4
48.48MB
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05 Recommender Systems/004 Activity Improving the Results of Movie Similarities.mp4
43.98MB
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05 Recommender Systems/005 Activity Making Movie Recommendations to People.mp4
63.25MB
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05 Recommender Systems/006 Exercise Improve the recommenders results.mp4
45.85MB
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06 More Data Mining and Machine Learning Techniques/001 K-Nearest-Neighbors Concepts.mp4
19.9MB
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06 More Data Mining and Machine Learning Techniques/002 Activity Using KNN to predict a rating for a movie.mp4
59.21MB
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06 More Data Mining and Machine Learning Techniques/003 Dimensionality Reduction Principal Component Analysis.mp4
35.67MB
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06 More Data Mining and Machine Learning Techniques/004 Activity PCA Example with the Iris data set.mp4
53.31MB
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06 More Data Mining and Machine Learning Techniques/005 Data Warehousing Overview ETL and ELT.mp4
54.11MB
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06 More Data Mining and Machine Learning Techniques/006 Reinforcement Learning.mp4
63.56MB
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07 Dealing with Real-World Data/001 BiasVariance Tradeoff.mp4
31.23MB
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07 Dealing with Real-World Data/002 Activity K-Fold Cross-Validation to avoid overfitting.mp4
45.87MB
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07 Dealing with Real-World Data/003 Data Cleaning and Normalization.mp4
31.9MB
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07 Dealing with Real-World Data/004 Activity Cleaning web log data.mp4
60.16MB
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07 Dealing with Real-World Data/005 Normalizing numerical data.mp4
19.02MB
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07 Dealing with Real-World Data/006 Activity Detecting outliers.mp4
39.04MB
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08 Apache Spark Machine Learning on Big Data/002 Activity Installing Spark - Part 2.mp4
81.68MB
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08 Apache Spark Machine Learning on Big Data/003 Spark Introduction.mp4
32.46MB
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08 Apache Spark Machine Learning on Big Data/004 Spark and the Resilient Distributed Dataset RDD.mp4
36.41MB
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08 Apache Spark Machine Learning on Big Data/005 Introducing MLLib.mp4
26.27MB
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08 Apache Spark Machine Learning on Big Data/006 Activity Decision Trees in Spark.mp4
88.24MB
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08 Apache Spark Machine Learning on Big Data/007 Activity K-Means Clustering in Spark.mp4
62.85MB
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08 Apache Spark Machine Learning on Big Data/008 TF IDF.mp4
32.2MB
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08 Apache Spark Machine Learning on Big Data/009 Activity Searching Wikipedia with Spark.mp4
59.76MB
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09 Experimental Design/001 AB Testing Concepts.mp4
42.69MB
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09 Experimental Design/002 T-Tests and P-Values.mp4
30.11MB
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09 Experimental Design/003 Activity Hands-on With T-Tests.mp4
40.06MB
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09 Experimental Design/004 Determining How Long to Run an Experiment.mp4
16.68MB
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09 Experimental Design/005 AB Test Gotchas.mp4
43.78MB
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10 You made it/001 More to Explore.mp4
45.14MB
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10 You made it/002 Bonus Lecture Discounts on Focused MapReduce and Spark Courses..mp4
33.44MB
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