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subhamnayak76/README.md

Subham Nayak

ML Engineer · MLOps · Agentic AI Systems

linkedin · github · email


⚙️ my goto stack

python · fastapi · docker · langchain · langgraph · mlflow · airflow · opensearch · xgboost · pytorch · postgresql · redis · prometheus · grafana · langsmith · qdrant · pgvector · Aws · Kafka


Projects

  • arxiv-agentic-rag — end-to-end agentic RAG pipeline with pgvector, Airflow, Langsmith , Qdrant ,Langchain , Redis , fastapi .

  • tinyvectorDB — vector DB from scratch in Python. flat_index, IVF, HNSW , Product Quantization, Metadata-filtering.

  • churn-predictor-mlops — XGBoost churn model with MLflow, Great Expectations, FastAPI + Gradio UI, Docker.

  • startup-research-agent — agentic pipeline that automates startup research and intelligence gathering.

  • outreach-agent — agentic pipeline that finds employee emails, saves to Excel, with tracking. built for solo founders and freelancers.

  • leetcode — structured DSA practice. consistent problem solving across patterns and difficulty levels.

  • uptime-monitor — real-time service uptime monitoring with alerting and status tracking.

  • distributed-job-scheduler — distributed task scheduling system built for reliability and scale.


🔭 currently exploring

  • vector search internals (HNSW, PQ) — building from scratch
  • agentic RAG systems in production
  • reinforcement learning fundamentals
  • large language model
  • MLOps infra

📌 background

fresh CS grad → building production-grade AI/ML systems → figuring out the rest.

build · ship · learn · repeat


open to ML Engineer · Data Scientist · MLOps roles

Pinned Loading

  1. newsletter-web-app newsletter-web-app Public

    TypeScript

  2. Distributed-Job-Scheduler Distributed-Job-Scheduler Public

    JavaScript

  3. leetcode leetcode Public

    TypeScript

  4. Uptime Uptime Public

    TypeScript

  5. Remote-Procedure-Call Remote-Procedure-Call Public

    Simple Implementation of Remote Procedure Call from Scratch in Go

    Go

  6. traceroute traceroute Public

    Simple Implementation of Traceroute in Go

    Go