The Fifth Elephant 2023 Monsoon

On AI, industrial applications of ML, and MLOps



Sonu Sharma


Deep Learning for Search Ranking

Submitted Jun 22, 2023

The talk will be an implementation story which falls under #5 in the Topic for Submission - [] section. It will be mainly focused on a problem statement in the Search domain to rank the search results retrieved from the Search engine. It explains in detail about the advanced/SOTA solutions using Deep Learning, Reinforcement Learning, and deploying those heavy large models in the cloud with cutting-edge technologies contrary to the traditional Learning to Rank approaches. It also talks about several models/approaches that can be taken in the journey of experimentation stages. Since the talk is based on implementation story it will provide a lot of practical insights to the audience, especially in Ranking and Recommender systems.
The key takeaway for this talk will be learning about Deep Reinforcement Learning (Point/Pair/Listwise Loss) with the Transformers-based model in PyTorch, Feature engineering, and their production deployment for high throughput and low latency serving on Container in AWS Cloud.


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