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INTRODUCTION TO DATA SCIENCE

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INTRODUCTION TO DATA SCIENCE

WFAiS UJ, Informatyka Stosowana II stopień studiów

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19/12/2017

This lecture is

based on course by E. Fox and C. Guestrin, Univ of Washington

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Recommender system

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Recommender system

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Recommender system

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Recommender system

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Recommender system

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Recommender system

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Building a recommender system

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Simplest approach: Popularity

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Solution 1: classification

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Solution 1: Classification

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Solution 2:

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Solution 2:

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Solution 2:

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Solution 2:

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Solution 2:

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Solution 2:

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Solution 2:

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Solution 3:

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Solution 3:

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Solution 3:

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Solution 3:

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Solution 3:

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Solution 3:

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Featurized matrix factorization

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Blending models

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Performance metrics

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Performance metrics

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Performance metrics

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Performance metrics

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Performance metrics

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Performance metrics

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Performance metrics

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Performance metrics

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Performance metrics

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What you can do now …

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