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Frank Kane - Data Science and Machine Learning with Python
magnet:?xt=urn:btih:59a4e92ed3d1086e598b830dcf245f3d11ad61fd&dn=Frank Kane - Data Science and Machine Learning with Python
磁力链接详情
Hash值:
59a4e92ed3d1086e598b830dcf245f3d11ad61fd
点击数:
105
文件大小:
2.51 GB
文件数量:
67
创建日期:
2016-9-15 11:58
最后访问:
2024-6-19 11:51
访问标签:
Frank
Kane
-
Data
Science
and
Machine
Learning
with
Python
文件列表详情
01 Getting Started/001 Introduction.mp4 43.99 MB
01 Getting Started/004 Python Basics, Part 1.mp4 43.97 MB
01 Getting Started/003 Activity Installing Enthought Canopy.mp4 33.42 MB
01 Getting Started/005 Activity Python Basics, Part 2.mp4 28.46 MB
01 Getting Started/002 Getting What You Need.mp4 25.22 MB
01 Getting Started/006 Running Python Scripts.mp4 21.57 MB
02 Statistics and Probability Refresher, and Python Practise/010 Exercise Conditional Probability.mp4 52.81 MB
02 Statistics and Probability Refresher, and Python Practise/009 Activity Covariance and Correlation.mp4 49.78 MB
02 Statistics and Probability Refresher, and Python Practise/008 Activity A Crash Course in matplotlib.mp4 49.28 MB
02 Statistics and Probability Refresher, and Python Practise/004 Activity Variation and Standard Deviation.mp4 45.62 MB
02 Statistics and Probability Refresher, and Python Practise/007 Activity Percentiles and Moments.mp4 42.98 MB
02 Statistics and Probability Refresher, and Python Practise/003 Activity Using mean, median, and mode in Python.mp4 38.99 MB
02 Statistics and Probability Refresher, and Python Practise/001 Types of Data.mp4 34.11 MB
02 Statistics and Probability Refresher, and Python Practise/012 Bayes Theorem.mp4 30.13 MB
02 Statistics and Probability Refresher, and Python Practise/002 Mean, Median, Mode.mp4 28.17 MB
02 Statistics and Probability Refresher, and Python Practise/006 Common Data Distributions.mp4 27.67 MB
02 Statistics and Probability Refresher, and Python Practise/011 Exercise Solution Conditional Probability of Purchase by Age.mp4 14.09 MB
02 Statistics and Probability Refresher, and Python Practise/005 Probability Density Function Probability Mass Function.mp4 12.35 MB
03 Predictive Models/001 Activity Linear Regression.mp4 41.08 MB
03 Predictive Models/003 Activity Multivariate Regression, and Predicting Car Prices.mp4 40.07 MB
03 Predictive Models/002 Activity Polynomial Regression.mp4 29.78 MB
03 Predictive Models/004 Multi-Level Models.mp4 23.66 MB
04 Machine Learning with Python/001 Supervised vs. Unsupervised Learning, and TrainTest.mp4 47.8 MB
04 Machine Learning with Python/008 Decision Trees Concepts.mp4 39.72 MB
04 Machine Learning with Python/009 Activity Decision Trees Predicting Hiring Decisions.mp4 38.23 MB
04 Machine Learning with Python/004 Activity Implementing a Spam Classifier with Naive Bayes.mp4 36.48 MB
04 Machine Learning with Python/010 Ensemble Learning.mp4 33.7 MB
04 Machine Learning with Python/005 K-Means Clustering.mp4 30.3 MB
04 Machine Learning with Python/006 Activity Clustering people based on income and age.mp4 23.98 MB
04 Machine Learning with Python/002 Activity Using TrainTest to Prevent Overfitting a Polynomial Regression.mp4 22.02 MB
04 Machine Learning with Python/011 Support Vector Machines SVM Overview.mp4 21.77 MB
04 Machine Learning with Python/012 Activity Using SVM to cluster people using scikit-learn.mp4 20.84 MB
04 Machine Learning with Python/003 Bayesian Methods Concepts.mp4 19.41 MB
04 Machine Learning with Python/007 Measuring Entropy.mp4 17.48 MB
05 Recommender Systems/005 Activity Making Movie Recommendations to People.mp4 63.25 MB
05 Recommender Systems/003 Activity Finding Movie Similarities.mp4 48.48 MB
05 Recommender Systems/006 Exercise Improve the recommenders results.mp4 45.85 MB
05 Recommender Systems/004 Activity Improving the Results of Movie Similarities.mp4 43.98 MB
05 Recommender Systems/001 User-Based Collaborative Filtering.mp4 36.81 MB
05 Recommender Systems/002 Item-Based Collaborative Filtering.mp4 33.56 MB
06 More Data Mining and Machine Learning Techniques/006 Reinforcement Learning.mp4 63.56 MB
06 More Data Mining and Machine Learning Techniques/002 Activity Using KNN to predict a rating for a movie.mp4 59.21 MB
06 More Data Mining and Machine Learning Techniques/005 Data Warehousing Overview ETL and ELT.mp4 54.11 MB
06 More Data Mining and Machine Learning Techniques/004 Activity PCA Example with the Iris data set.mp4 53.31 MB
06 More Data Mining and Machine Learning Techniques/003 Dimensionality Reduction Principal Component Analysis.mp4 35.67 MB
06 More Data Mining and Machine Learning Techniques/001 K-Nearest-Neighbors Concepts.mp4 19.9 MB
07 Dealing with Real-World Data/004 Activity Cleaning web log data.mp4 60.16 MB
07 Dealing with Real-World Data/002 Activity K-Fold Cross-Validation to avoid overfitting.mp4 45.87 MB
07 Dealing with Real-World Data/006 Activity Detecting outliers.mp4 39.04 MB
07 Dealing with Real-World Data/003 Data Cleaning and Normalization.mp4 31.9 MB
07 Dealing with Real-World Data/001 BiasVariance Tradeoff.mp4 31.23 MB
07 Dealing with Real-World Data/005 Normalizing numerical data.mp4 19.02 MB
08 Apache Spark Machine Learning on Big Data/006 Activity Decision Trees in Spark.mp4 88.24 MB
08 Apache Spark Machine Learning on Big Data/002 Activity Installing Spark - Part 2.mp4 81.68 MB
08 Apache Spark Machine Learning on Big Data/007 Activity K-Means Clustering in Spark.mp4 62.85 MB
08 Apache Spark Machine Learning on Big Data/009 Activity Searching Wikipedia with Spark.mp4 59.76 MB
08 Apache Spark Machine Learning on Big Data/004 Spark and the Resilient Distributed Dataset RDD.mp4 36.41 MB
08 Apache Spark Machine Learning on Big Data/003 Spark Introduction.mp4 32.46 MB
08 Apache Spark Machine Learning on Big Data/008 TF IDF.mp4 32.2 MB
08 Apache Spark Machine Learning on Big Data/005 Introducing MLLib.mp4 26.27 MB
09 Experimental Design/005 AB Test Gotchas.mp4 43.78 MB
09 Experimental Design/001 AB Testing Concepts.mp4 42.69 MB
09 Experimental Design/003 Activity Hands-on With T-Tests.mp4 40.06 MB
09 Experimental Design/002 T-Tests and P-Values.mp4 30.11 MB
09 Experimental Design/004 Determining How Long to Run an Experiment.mp4 16.68 MB
10 You made it/001 More to Explore.mp4 45.14 MB
10 You made it/002 Bonus Lecture Discounts on Focused MapReduce and Spark Courses..mp4 33.44 MB
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