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Atmika User

@atmikauser

Data Engineer at Community Dreams Foundation who built an AI platform from design to production, reaching 90% accuracy.

India
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At Community Dreams Foundation, I owned and built an AI platform from design through production, including a FastAPI backend, LLM orchestration, and RAG pipelines. I also added evaluation, drift detection, and observability, reaching 90% accuracy while tracking latency and cost across live queries.

At the University of Massachusetts Amherst, Auxiliary Services, I built MLOps pipelines across AWS, GCP, and Azure and developed APIs embedding ML models into research workflows. My projects include a LangGraph multi-agent system for job discovery and production RAG and incident-intelligence systems.

Experience

Work history, roles, and key accomplishments

CF

Data Engineer

Community Dreams Foundation

Aug 2025 - Jul 2026 (11 months)

Owned and built a new AI platform end-to-end, including FastAPI backend, LLM orchestration, RAG pipelines, and SSE streaming, from design to production. Automated data ingestion and deployment workflows into CI/CD pipelines, and built evaluation, drift detection, and observability to validate live output.

University of Massachusetts Amherst logoUA

Software Developer

University of Massachusetts Amherst

Mar 2024 - May 2025 (1 year 2 months)

Built MLOps pipelines for training, evaluation, versioning, and deployment across AWS, GCP, and Azure, enabling repeatable production paths for research models. Developed APIs to embed ML models into research workflows and collaborated with researchers to translate questions into deployable systems.

SL

Software Developer Intern

Supa Ventures Pvt Ltd

Jun 2021 - Nov 2021 (5 months)

Built event-driven Kafka and Airflow pipelines processing over 50K events per day with retry logic and fault-tolerant design, reducing failed jobs by 90% while owning the work across the full SDLC.

UN

Software Developer Intern

Unschool

May 2020 - Jul 2020 (2 months)

Built backend REST API endpoints in Python and introduced systematic peer review and Git-based workflows, driving test coverage to 80%.

Education

Degrees, certifications, and relevant coursework

University of Massachusetts Amherst logoUA

University of Massachusetts Amherst

Master of Science, Business Analytics

2024 - 2025

Pursued a Master of Science in Business Analytics at the University of Massachusetts Amherst from 2024 to 2025.

SRM Institute of Science and Technology logoST

SRM Institute of Science and Technology

Bachelor of Technology, Computer Science

2019 - 2023

Completed a Bachelor of Technology in Computer Science at SRM Institute of Science and Technology from 2019 to 2023.

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