Ad Recommender System Design - Machine Learning System Design

Machine Learning System Design

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1.Machine Learning Primer

Introduction Feature Selection and Feature Engineering Training Pipeline Inference Metrics Evaluation

2.Video Recommendation

Problem Statement and Metrics Candidate Generation and Ranking Model Video Recommendation System Design

3.Feed Ranking

Problem Statement and Metrics Feed Ranking Model Feed Ranking System Design

4.Ad Click Prediction

Problem Statement and Metrics Ad Click Prediction Model Ads Recommendation System Design

Mock Interview

Ad Recommender System Design

5.Rental Search Ranking

Problem Statement and Metrics Booking Model Rental Search Ranking System Design

6.Estimate Food Delivery Time

Problem Statement and Metrics Estimated Delivery Model Estimate Food Delivery System Design

7.Conclusion

Assessment

Machine Learning Knowledge

Assessment

Machine Learning Model Diagnosis