Rishi Rajasekaran

Applied Scientist at Amazon specializing in recommender systems

Role
Applied Scientist at Amazon
Location
Sunnyvale, CA, US
LinkedIn followers
500 followers

About Rishi Rajasekaran

I am an Applied Scientist at Amazon in Alexa AI. My key interests and competencies…

Experience

  1. Applied Scientist

    Amazon

    Aug 2022 — Present · Sunnyvale, CA, US

    Applied Scientist in the GENIE team under the Devices (Alexa) org. I developed LLM-powered content recommendation models for ambient display content on Echo Show devices for Alexa+ to enable personalization based on user interests. Currently working on systems for enabling new Alexa+ features for proactive experiences. Ranking- Worked on ranking using LLMs, engagement modeling, similar content deduplication and diversification and designing LLM-as-a-Judge based evals for validating the performance of personalization models for customer interests which was launched as part of the new Alexa+ experience- In 2023, I developed a provider level impression allocation model for Ambient Display content recommendations that contributed to a 5% lift in voice and touch engagement in NA as well as offline experimentation on a neural ranker for ranking providers based on engagement. Conversational Ambiguity- In 2022, I worked on fine-tuning pretrained encoder models and transformer models for detecting conversational ambiguity from voice utterances that enabled Alexa to perform conversational error recovery (primarily in ASR and NLU) through clarification question asking- Helped launch models in new marketplaces worldwide (North America, Europe, Asia) enabling conversational error recovery for Alexa customers across 5 languages- Instrumental in helping team attain 40% of 2022 KPI target of conversational defect detection in less than 4 months of joining through modeling work in detecting incomplete user utterances.

Education

  • University of California, Santa Cruz

    Master of Science - MS, Computer Science

    2019 — 2020

  • National Institute of Technology, Tiruchirappalli

    Bachelor of Technology (B.Tech.), Computer Science

    2013 — 2017

Skills

  • Php
  • Javascript
  • C
  • Programming
  • Algorithms
  • Web Development
  • C++
  • Html5
  • Java
  • Node.js
  • Mysql
  • Sql
  • Linux
  • Php Frameworks
  • Angularjs
  • Python
  • Html
  • Laravel

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Rishi Rajasekaran — Applied Scientist at Amazon in Sunnyvale, CA, US | Unifers