About this Course

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Learner Career Outcomes

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got a tangible career benefit from this course
Shareable Certificate
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Start instantly and learn at your own schedule.
Flexible deadlines
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Approx. 16 hours to complete
English

Learner Career Outcomes

50%

got a tangible career benefit from this course
Shareable Certificate
Earn a Certificate upon completion
100% online
Start instantly and learn at your own schedule.
Flexible deadlines
Reset deadlines in accordance to your schedule.
Approx. 16 hours to complete
English

Offered by

Placeholder

University of Minnesota

Syllabus - What you will learn from this course

Week
1

Week 1

4 minutes to complete

Preface

4 minutes to complete
1 video (Total 4 min)
Week
2

Week 2

1 hour to complete

Matrix Factorization (Part 1)

1 hour to complete
5 videos (Total 70 min), 1 reading
5 videos
Singular Value Decomposition17m
Gradient Descent Techniques17m
Deriving FunkSVD11m
Probabilistic Matrix Factorization10m
1 reading
On Folding-In with Gradient Descent10m
Week
3

Week 3

6 hours to complete

Matrix Factorization (Part 2)

6 hours to complete
2 videos (Total 15 min), 2 readings, 6 quizzes
2 videos
Programming Matrix Factorization6m
2 readings
Assignment Instructions10m
Intro - Programming Matrix Factorization10m
5 practice exercises
Matrix Factorization Assignment Part l30m
Matrix Factorization Assignment Part ll30m
Matrix Factorization Assignment Part lll30m
Matrix Factorization Quiz30m
SVD Programming Eval Quiz30m
Week
4

Week 4

2 hours to complete

Hybrid Recommenders

2 hours to complete
6 videos (Total 96 min)
6 videos
Hybrids with Robin Burke16m
Hybridization through Matrix Factorization15m
Matrix Factorization Hybrids with George Karypis17m
Interview with Arindam Banerjee15m
Interview with Yehuda Koren22m

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Frequently Asked Questions

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