Shweta Sadani
@shwetasadani
Machine Learning Engineer building production AI/ML systems at scale.
What I'm looking for
I’m a Machine Learning Engineer with 5+ years of experience building AI/ML systems in production. I focus on making real-world models usable—LLM-powered applications, Agentic AI, semantic search, and NLP pipelines—so teams can deliver reliable outcomes to users at scale.
In my recent work, I designed and implemented ML models to detect duplicate and semantically similar item parts using text embeddings and similarity scoring over large historical datasets. I’ve built end-to-end ML pipelines for data preprocessing, feature extraction, inference, and automated classification, with careful model evaluation and error analysis to refine precision/recall trade-offs.
I also build LLM-driven products that combine Retrieval-Augmented Generation (RAG) with hybrid search. From GPT-4o mini chatbots to analytics tools integrating MySQL, PandasAI, and OpenAI models, I deploy containerized AI/ML applications using Docker and AWS, and I develop enterprise AI agents with Microsoft Copilot Studio to automate workflows and improve decision support.
Experience
Work history, roles, and key accomplishments
Designed ML models to detect duplicate and semantically similar item parts using text embeddings and similarity scoring over historical datasets. Built end-to-end ML pipelines for preprocessing, inference, and automated classification, integrated into process workflows to reduce manual intervention, and developed enterprise AI agents with Microsoft Copilot Studio.
Built LLM-powered chatbots using GPT-4o mini with Retrieval-Augmented Generation (RAG) over user-provided and domain data. Implemented hybrid semantic/keyword search with vector databases and re-ranking, and developed production AI analytics tools using MySQL, PandasAI, and OpenAI, deployed via Docker on AWS.
Data Scientist
Aaum Research and Analytics
Jan 2022 - May 2023 (1 year 4 months)
Designed and deployed NLP/ML models for sentiment analysis, text classification, named entity recognition, and intent detection in production environments. Delivered production classification, regression, and clustering models to support data-driven business solutions.
Trainer
WhiteHatJr
Jul 2020 - Jun 2021 (11 months)
Delivered advanced training in Python, Machine Learning, and data visualization, recognized for technical depth and communication. Mentored learners on real-world ML problem solving.
Education
Degrees, certifications, and relevant coursework
Anna University
Bachelor of Engineering, Computer Science
Grade: 76%
Completed a B.E. in Computer Science at Anna University (2007) with a 76% aggregate.
Availability
Location
Authorized to work in
Job categories
Skills
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