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Hardi TrivediHT
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Hardi Trivedi

@harditrivedi

Machine Learning Engineer at Learn2AI who cut cross-domain retrieval errors from 18% to 2%.

United States
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At Learn2AI, I own an AI course assistant’s question-answering system, from data through deployment. I cut cross-domain retrieval errors from 18% to 2% and improved precision at rank one from 64% to 89% while keeping P95 latency below 200 ms.

At SJSU AI Labs, I designed TempRALM, a temporally aware retrieval-augmented language model that improved Recall@1 by 166% on more than 60,000 passages. The work received a Best Paper Award.

I also researched localization for low-resource languages, curating a conversational parallel corpus and fine-tuning mBART and LLaMA-2. My experiments included human-in-the-loop evaluation and ablations across data size, encoders, and model sizes.

Earlier, at Lotus Infosystems, I engineered Java and Spring Boot APIs and reduced P95 latency by 40%. At Sahyog, Centre for Promoting Health, I shipped an X-ray model pipeline with human review and created a dashboard with Grad-CAM explainability.

Experience

Work history, roles, and key accomplishments

LE
Current

Machine Learning Engineer

Learn2AI

Jun 2024 - Present (2 years 5 months)

Framed an AI course assistant's Q&A as query routing and passage ranking, reducing cross-domain retrieval errors from 18% to 2%. Built a Python embedding pipeline and re-ranked hybrid BM25 and vector candidates with a cross-encoder.

SL

Applied ML Researcher

SJSU AI Labs

Aug 2023 - Jun 2025 (1 year 10 months)

Designed a time-aware RAG retriever and built automated pipelines for ground-truth passage generation. Conducted experiments on LLM-based localisation for low-resource languages, fine-tuning models and running ablations.

LI

Software Engineer

Lotus Infosystems

May 2021 - Aug 2022 (1 year 3 months)

Engineered Java/Spring Boot REST APIs for a portfolio platform serving 300+ firms. Implemented anomaly detection in SQL and improved performance by fixing JPA N+1 queries, shipping CI/CD on AWS ECS.

SH

Machine Learning Engineer

Sahyog, Centre for Promoting Health

Nov 2020 - May 2021 (6 months)

Shipped an X-ray model pipeline routing low-confidence predictions to human review. Created a Flask/React dashboard with Grad-CAM explainability for 10 clinics.

Education

Degrees, certifications, and relevant coursework

San Jose State University logoSU

San Jose State University

Master of Science, Artificial Intelligence

2022 - 2024

Pursued a Master of Science in Artificial Intelligence at San Jose State University from 2022 to 2024.

Ahmedabad University logoAU

Ahmedabad University

Bachelor of Technology, Computer Science

2017 - 2021

Earned a Bachelor of Technology in Computer Science from Ahmedabad University from 2017 to 2021.

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