2103
Pluralsight
Brendan Younger
1h 37m
English
This course will show you how to generate recommendations for your users, filter messages based on users' preferences, decide which web page performs best, keep track of timings in your application, and discover groups among items.
-01. Instrumentation Streaming Metrics
01. Measure Everything.wmv
02. DEMO Streaming Mean and Variance.wmv
03. Quantiles with QDigest.wmv
04. DEMO QDigest Implementation.wmv
05. Calculating Quantiles.wmv
06. DEMO Quantile Implementation.wmv
07. Summary.wmv
-02. Optimizing Conversion A B Testing
01. Introduction.wmv
02. The Basic Idea.wmv
03. Introducing Google Content Experiments.wmv
04. Demo Defining A Goal.wmv
05. Demo Setting up A Content Experiment.wmv
06. Waiting for Results.wmv
07. Demo Estimating Sample Size.wmv
08. Summary.wmv
-03. Recommendations Item-based Recommendations
01. Introduction.wmv
02. Problem Show Suggested Products.wmv
03. The Fine Foods Data Set.wmv
04. Recommendation Algorithm and Item Similarity.wmv
05. Demo Calculating Similarity Scores.wmv
06. Demo Top Similar Items.wmv
07. Recommendations from Estimated Ratings.wmv
08. Demo Recommendations.wmv
09. Further Ideas and Summary.wmv
-04. Personalized Recommendations Naive Bayesian Classifier
01. Introduction.wmv
02. Problem Personalized Links.wmv
03. Demo Displaying Links.wmv
04. Naive Bayesian Classifier.wmv
05. Demo Capturing user Likes Dislikes.wmv
06. Implementing A Naive Bayesian Classifier.wmv
07. Demo Implementing The Likelihoods Function.wmv
08. Demo Sorting and Displaying Recommendations.wmv
09. Summary.wmv
-05. Finding Groups k-means Clustering
01. Introduction.wmv
02. Problem Discovering Groups.wmv
03. Demo Getting A Friend List.wmv
04. Demo Sports Teams in Common.wmv
05. Friend Versus Sports Team Matrix.wmv
06. Demo Creating The Friend Matrix.wmv
07. Overview of k-means Clustering.wmv
08. Tanimoto Distance.wmv
09. Demo Implementing The Tanimoto Distance.wmv
10. Demo Implementing k-means.wmv
11. Summary.wmv
http://pluralsight.com/training
Download File Size:146.58 MB
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