Frank Kane - Data Science and Machine Learning with Python

  • Seeders：8
  • Leechers：42
  • Completed：85
  • File size：2.51 GB
  • Date：2020-08-02
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Files

  • 01 Getting Started001 Introduction.mp4(43.99 MB)
  • 01 Getting Started004 Python Basics Part 1.mp4(43.97 MB)
  • 01 Getting Started003 Activity Installing Enthought Canopy.mp4(33.42 MB)
  • 01 Getting Started005 Activity Python Basics Part 2.mp4(28.46 MB)
  • 01 Getting Started002 Getting What You Need.mp4(25.22 MB)
  • 01 Getting Started006 Running Python Scripts.mp4(21.57 MB)
  • 02 Statistics and Probability Refresher and Python Practise010 Exercise Conditional Probability.mp4(52.81 MB)
  • 02 Statistics and Probability Refresher and Python Practise009 Activity Covariance and Correlation.mp4(49.78 MB)
  • 02 Statistics and Probability Refresher and Python Practise008 Activity A Crash Course in matplotlib.mp4(49.28 MB)
  • 02 Statistics and Probability Refresher and Python Practise004 Activity Variation and Standard Deviation.mp4(45.62 MB)
  • 02 Statistics and Probability Refresher and Python Practise007 Activity Percentiles and Moments.mp4(42.98 MB)
  • 02 Statistics and Probability Refresher and Python Practise003 Activity Using mean median and mode in Python.mp4(38.99 MB)
  • 02 Statistics and Probability Refresher and Python Practise001 Types of Data.mp4(34.11 MB)
  • 02 Statistics and Probability Refresher and Python Practise012 Bayes Theorem.mp4(30.13 MB)
  • 02 Statistics and Probability Refresher and Python Practise002 Mean Median Mode.mp4(28.17 MB)
  • 02 Statistics and Probability Refresher and Python Practise006 Common Data Distributions.mp4(27.67 MB)
  • 02 Statistics and Probability Refresher and Python Practise011 Exercise Solution Conditional Probability of Purchase by Age.mp4(14.09 MB)
  • 02 Statistics and Probability Refresher and Python Practise005 Probability Density Function Probability Mass Function.mp4(12.35 MB)
  • 03 Predictive Models001 Activity Linear Regression.mp4(41.08 MB)
  • 03 Predictive Models003 Activity Multivariate Regression and Predicting Car Prices.mp4(40.07 MB)
  • 03 Predictive Models002 Activity Polynomial Regression.mp4(29.78 MB)
  • 03 Predictive Models004 Multi-Level Models.mp4(23.66 MB)
  • 04 Machine Learning with Python001 Supervised vs. Unsupervised Learning and TrainTest.mp4(47.80 MB)
  • 04 Machine Learning with Python008 Decision Trees Concepts.mp4(39.72 MB)
  • 04 Machine Learning with Python009 Activity Decision Trees Predicting Hiring Decisions.mp4(38.23 MB)
  • 04 Machine Learning with Python004 Activity Implementing a Spam Classifier with Naive Bayes.mp4(36.48 MB)
  • 04 Machine Learning with Python010 Ensemble Learning.mp4(33.70 MB)
  • 04 Machine Learning with Python005 K-Means Clustering.mp4(30.30 MB)
  • 04 Machine Learning with Python006 Activity Clustering people based on income and age.mp4(23.98 MB)
  • 04 Machine Learning with Python002 Activity Using TrainTest to Prevent Overfitting a Polynomial Regression.mp4(22.02 MB)
  • 04 Machine Learning with Python011 Support Vector Machines SVM Overview.mp4(21.77 MB)
  • 04 Machine Learning with Python012 Activity Using SVM to cluster people using scikit-learn.mp4(20.84 MB)
  • 04 Machine Learning with Python003 Bayesian Methods Concepts.mp4(19.41 MB)
  • 04 Machine Learning with Python007 Measuring Entropy.mp4(17.48 MB)
  • 05 Recommender Systems005 Activity Making Movie Recommendations to People.mp4(63.25 MB)
  • 05 Recommender Systems003 Activity Finding Movie Similarities.mp4(48.48 MB)
  • 05 Recommender Systems006 Exercise Improve the recommenders results.mp4(45.85 MB)
  • 05 Recommender Systems004 Activity Improving the Results of Movie Similarities.mp4(43.98 MB)
  • 05 Recommender Systems001 User-Based Collaborative Filtering.mp4(36.81 MB)
  • 05 Recommender Systems002 Item-Based Collaborative Filtering.mp4(33.56 MB)
  • 06 More Data Mining and Machine Learning Techniques006 Reinforcement Learning.mp4(63.56 MB)
  • 06 More Data Mining and Machine Learning Techniques002 Activity Using KNN to predict a rating for a movie.mp4(59.21 MB)
  • 06 More Data Mining and Machine Learning Techniques005 Data Warehousing Overview ETL and ELT.mp4(54.11 MB)
  • 06 More Data Mining and Machine Learning Techniques004 Activity PCA Example with the Iris data set.mp4(53.31 MB)
  • 06 More Data Mining and Machine Learning Techniques003 Dimensionality Reduction Principal Component Analysis.mp4(35.67 MB)
  • 06 More Data Mining and Machine Learning Techniques001 K-Nearest-Neighbors Concepts.mp4(19.90 MB)
  • 07 Dealing with Real-World Data004 Activity Cleaning web log data.mp4(60.16 MB)
  • 07 Dealing with Real-World Data002 Activity K-Fold Cross-Validation to avoid overfitting.mp4(45.87 MB)
  • 07 Dealing with Real-World Data006 Activity Detecting outliers.mp4(39.04 MB)
  • 07 Dealing with Real-World Data003 Data Cleaning and Normalization.mp4(31.90 MB)
  • 07 Dealing with Real-World Data001 BiasVariance Tradeoff.mp4(31.23 MB)
  • 07 Dealing with Real-World Data005 Normalizing numerical data.mp4(19.02 MB)
  • 08 Apache Spark Machine Learning on Big Data006 Activity Decision Trees in Spark.mp4(88.24 MB)
  • 08 Apache Spark Machine Learning on Big Data002 Activity Installing Spark - Part 2.mp4(81.68 MB)
  • 08 Apache Spark Machine Learning on Big Data007 Activity K-Means Clustering in Spark.mp4(62.85 MB)
  • 08 Apache Spark Machine Learning on Big Data009 Activity Searching Wikipedia with Spark.mp4(59.76 MB)
  • 08 Apache Spark Machine Learning on Big Data004 Spark and the Resilient Distributed Dataset RDD.mp4(36.41 MB)
  • 08 Apache Spark Machine Learning on Big Data003 Spark Introduction.mp4(32.46 MB)
  • 08 Apache Spark Machine Learning on Big Data008 TF IDF.mp4(32.20 MB)
  • 08 Apache Spark Machine Learning on Big Data005 Introducing MLLib.mp4(26.27 MB)
  • 09 Experimental Design005 AB Test Gotchas.mp4(43.78 MB)
  • 09 Experimental Design001 AB Testing Concepts.mp4(42.69 MB)
  • 09 Experimental Design003 Activity Hands-on With T-Tests.mp4(40.06 MB)
  • 09 Experimental Design002 T-Tests and P-Values.mp4(30.11 MB)
  • 09 Experimental Design004 Determining How Long to Run an Experiment.mp4(16.68 MB)
  • 10 You made it001 More to Explore.mp4(45.14 MB)
  • 10 You made it002 Bonus Lecture Discounts on Focused MapReduce and Spark Courses..mp4(33.44 MB)

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