Eshwanth Baskaran
Machine Learning Engineer @Procore Technologies
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WORK HISTORY
Machine Learning Engineer @Procore Technologies
Toronto, ON, CA
Leading project efforts and building a document understanding system for construction. Working end to end - from data collection, modeling, to event driven deployment, monitoring and observability.
EDUCATION
Mila - Quebec Artificial Intelligence Institute
Master of Science - MS, Machine learning
Indian Institute of Technology Hyderabad
Bachelor’s Degree, Computer Science
Université de Montréal
Master of Science - MS, Machine learning
SKILLS
ABOUT ESHWANTH BASKARAN
Machine learning engineer with a blend of ML research and software engineering experience — uniquely equipped to bridge cutting-edge AI with real-world systems.Core ML expertise- Researched and implemented reliable LLM evaluations across domains, from defining/adapting relevant metrics for the use-case, reliable synthetic data generation (for telecom chatbots, PII redaction, etc) to fine-tuning LLMs as judges- At Amazon, researched and implemented Parameter-Efficient Fine-Tuning (PEFT) techniques to personalize conversational LLMs in production while also reducing hallucination (9% on the public CoSQL dataset)- Built a generative computer vision prototype using GANs to colorize black-and-white manga, combing artistic generation with image-to-image translation.Software Engineering- Created an (internal) assessment library in Python to automated and reliable evaluation of various AI systems. The library was built with a modular architecture, enabling minimal code changes for future AI model evaluations and maximizing reusability across different use cases- Designed and deployed backend services for SaaS systems capable of handling thousands of asynchronous tasks with minimal latency (reducing by 40%)- Developed CI/CD pipelines to streamline deployment and improve release velocity- Built scalable ETL pipelines for ingesting and transforming unstructured data reliably.
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