Jagadish Reddy Ramana.I am ML Engineer,

Machine Learning Engineer III@IBSxExpedia

Sept 2022 - present

• Led engineering efforts for deploying and maintaining ML model pipelines using GitHub Actions, Jenkins, and other deployment tools.
• Utilized AWS services including S3, EMR clusters, EC2, and Lambda for storing models and procesing data and deployed the GBDT model end point on AWS with a feedback loop and monitoring framework.
• Developed and maintained end-to-end ML models and MLOps pipelines to map room types for Expedia, focusing on competitor analysis.
• Worked on projects improving search relevance and ranking on Expedia platform, using various ML models to enhance user experience.
• Developed NLP models (VADER and BERT) to analyze customer feedback and reviews, extracting insights to improve product offerings.
• Implemented generative AI models using Amazon Bedrock (CLAUDE and TITAN) to create personalized content recommendations for users based on their search history and preferences.
• Tools used: Github, Jenkins, docker, Github actions, Airflow