Sumit Kumar
AI/ML Engineer
Bangalore, India
#OpenToWork
About
Computer Science undergraduate specializing in production-oriented AI/ML systems — RAG pipelines, LangChain-based LLM orchestration, and vector search (Pinecone) — backed by systems-level engineering ability, including building infrastructure components (load balancing, health checks, failover) from raw TCP sockets. Delivered a 90%+ task-completion rate on a deployed conversational AI system and ranked in the top 1% of 13,779 participants in the Meta Cup. Seeking a Data Science / Data Engineering / GenAI role.
What I'm looking for
Computer Science undergraduate specializing in production-oriented AI/ML systems — RAG pipelines, LangChain-based LLM orchestration, and vector search (Pinecone) — backed by systems-level engineering ability, including building infrastructure components (load balancing, health checks, failover) from raw TCP sockets. Delivered a 90%+ task-completion rate on a deployed conversational AI system and ranked in the top 1% of 13,779 participants in the Meta Cup.
Experience
AI Developer — Internship
Jun 2025 – Oct 2025
• Achieved a 90%+ successful task-completion rate on a multi-turn conversational AI system, measured across 50+ test cases spanning 20+ scenarios, by iteratively optimizing prompts and dialogue flows using LangChain.
• Eliminated manual data entry for downstream processing by building an LLM-driven pipeline that extracted 10+ structured family-data attributes from unstructured conversational input.
• Improved pre-deployment system reliability by designing and executing a structured QA process across 100+ test interactions using Hugging Face models and memory/context-based pipeline design.
LangChainHugging FaceLLM pipelines
CodeBasera
Education
CMR University
B.Tech · Computer Science & Engineering
2023 – 2027
Sarvodya Baal Vidyalaya
Senior Secondary (XII) · CBSE
2022 – 2023
Certifications
DSA Completion
GeeksforGeeks
Jul 2026 – No expiry
Skills
MongoDBFlaskPineconeHugging FaceRAGLangChainTransformersANNRNNCNNXGBoostScikit-learnTensorFlowPyTorchNumPyPandasJavaScriptC++SQLPython
Languages
English (Professional working proficiency)Hindi (Native or bilingual proficiency)Japanese (Limited working proficiency)