Looking for a job

ritam behwal

@ritambehwal

Message

I build LLM-powered translation and semantic search systems for game localization.

United Kingdom

Message

What I'm looking for

I'm looking to build practical machine learning and LLM systems, particularly in NLP, semantic search, and evaluation, while collaborating with product and domain experts. Open to new sectors/domains to apply AI.

At Rebellion, I build LLM-powered game localization and asset retrieval systems. I designed a translation engine across 10+ languages that reduced vendor-dependent turnaround from weeks to days, and fine-tuned a 31B LLM that outperformed commercial translation APIs on internal benchmarks.

I also build multimodal search with DINOv3 and Qwen embeddings, reproducible vLLM deployments, and evaluation workflows using MLflow. Previously, I delivered Salesforce workflow automation at IBM and built a React and SQL recruitment portal at Gyrix Technolab.

Experience

Work history, roles, and key accomplishments

Current

Jr Machine Learning Engineer

Current

Rebellion

Jan 2025 - Present (1 year 8 months)

Designed an end-to-end translation engine automating game asset localization across 10+ languages, cutting vendor-dependent turnaround from weeks to days. Built multi-stage inference pipelines and engineered a PostgreSQL schema for request lifecycle tracking.

LLM Fine Tuning Fsdp LoRAs MLFlow PostgreSQL VLLM Podman Vector Databases Multimodal Search DINOv3 Qwen Human In The Loop Evaluation

Associate Developer Intern

IBM

Jan 2022 - Jun 2022 (5 months)

Engineered custom Salesforce solutions for a pharmaceutical client, streamlining case lifecycle workflows and increasing throughput by 20%. Authored comprehensive test suites to elevate coverage to 87%+ and automated reporting pipelines.

Salesforce Unit Testing Integration Testing Automation Dashboarding

Summer Intern

Gyrix Technolab LLC

May 2020 - Jul 2020 (2 months)

Developed an end-to-end recruitment portal using React and SQL, automating applicant tracking and candidate workflow management. Implemented secure Role-Based Access Control and full CRUD capabilities for job postings.

React SQL REST APIs RBAC CRUD

Education

Degrees, certifications, and relevant coursework

University of Southampton

Master of Science, Computer Science

2023 - 2024

Pursued a Master's in Computer Science with a focus on Machine Learning, covering advanced topics in machine learning, natural language processing, deep learning, and data mining.