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How to build ML-first products
Problems companies face in adopting ML and how to solve them
Gaurav Chakravorty
Jun 24
17
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How to build ML-first products
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Recommendations using graph neural networks
personalized recommendations #8
Gaurav Chakravorty
Mar 7, 2021
6
4
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Recommendations using graph neural networks
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Fairness in ranking
Helping Elon build a "fair" ranking algorithm
Gaurav Chakravorty
May 3
10
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Fairness in ranking
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Old-Search ~ training wheels of Neural-Search
Why it might be time to be semantic-first and not lexical-first in building search systems
Gaurav Chakravorty
Dec 5, 2021
9
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Old-Search ~ training wheels of Neural-Search
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A common mistake when using embeddings in ML applications
Applied ML #13
Gaurav Chakravorty
Jul 31, 2021
8
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A common mistake when using embeddings in ML applications
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Logging | How to build self-learning search and recommender systems
Server side and client side logging needed to build recommender systems, ads and search systems
Gaurav Chakravorty
Oct 14, 2021
4
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Logging | How to build self-learning search and recommender systems
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How to prevent ML models from becoming stale
Applied ML #14
Gaurav Chakravorty
Aug 20, 2021
6
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How to prevent ML models from becoming stale
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Personalized short-video recommender systems
To recap the previous two articles in this short-video recommendation series, part-1 "Using online learning in short-video recommendations” showed a…
Gaurav Chakravorty
Sep 17, 2021
4
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Personalized short-video recommender systems
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Using online learning in short-video recommendations
Applied ML #15 | Part 1 ML Design of a short-video recommendation platform
Gaurav Chakravorty
Sep 6, 2021
4
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Using online learning in short-video recommendations
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Sampling : the secret of how to train good embeddings
Machine learning solutions are the industrial state of the art in most search, recommendations, online ads, high frequency trading and self driving…
Gaurav Chakravorty
Jul 12, 2021
6
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Sampling : the secret of how to train good embeddings
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Give new creators a fair shot (through recommender systems)
ML in recommender systems #9
Gaurav Chakravorty
Mar 14, 2021
9
2
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Give new creators a fair shot (through recommender systems)
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ML Design Interview | Design a short-video platform Part 2
Applied ML #16 | Part 2 ML Design of a short-video recommendation platform
Gaurav Chakravorty
Sep 11, 2021
3
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ML Design Interview | Design a short-video platform Part 2
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