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samshad (Md Samshad Rahman) · GitHub

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samshad/README.md

I'm a Backend Developer who enjoys solving real problems with code — from building fast and clean APIs to making sense of raw data. I love working at the intersection of backend systems, data, and AI.

🚀 What I Focus On

Domain Stack
🚀 Backend & API Python (FastAPI, Django, Flask), REST, GraphQL, Microservices
🤖 Applied AI Llama 3.2 (Fine-tuning), LoRA/UnslothAI, spaCy, BERTopic, AWS Rekognition
☁️ Cloud & DevOps AWS Serverless (Lambda, DynamoDB, API Gateway), Docker, GitHub Actions, CloudFormation
💾 Data Engineering PostgreSQL, MySQL, ETL Pipelines, Web Scraping (Selenium/Bs4)

🌱 Currently Exploring

  • Edge AI: Quantization techniques for running LLMs on mobile devices.
  • Advanced RAG: Optimizing retrieval pipelines for complex document reasoning.
  • Rust: For high-performance data processing layers.

Pinned Loading

  1. fastapi-ollama-rag fastapi-ollama-rag Public

    Production-grade async RAG API - FastAPI, pgvector (Neon Postgres), Ollama (local LLM). Multi-tenant auth, semantic chunking, streaming generation

    Python

  2. autonomous-agent-api autonomous-agent-api Public

    An asynchronous, autonomous AI support agent built with FastAPI, ReAct orchestration, and SQLAlchemy. Converts natural language directly into secure, validated PostgreSQL database transactions.

    Python

  3. mindful-eating-backend mindful-eating-backend Public

    A Personalized Digital Intervention for Promoting Mindful Eating Through Real-time Behavioral Analysis and Adaptive Feedback.

    Jupyter Notebook

  4. mindful-eating-frontend mindful-eating-frontend Public

    A React Native Expo app that pairs with the Mindful Eating Backend to deliver personalized, AI‑powered mindful‑eating guidance. Users complete a Big Five personality survey, receive daily tips tail…

    JavaScript

  5. public-tender-analysis-dashboard public-tender-analysis-dashboard Public

    Visual‑analytics & ML pipeline for Nova Scotia Open Data tenders - clustering, BERTopic, and a one‑click Docker deploy.

    Jupyter Notebook 1

  6. CSCI-5409-Adv.-Topics-in-Cloud-Computing CSCI-5409-Adv.-Topics-in-Cloud-Computing Public

    CSCI 5409 – Advanced Topics in Cloud Computing (Dalhousie, Summer 2024) All graded assignments, Kubernetes labs, and the full‑stack capstone I built while mastering containers, AWS, Kubernetes, Ter…

    Python

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