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SRafi007/README.md

Hi, I'm Sadman Sakib Rafi 👋

AI & Machine Learning Engineer
Building production-ready LLM systems, AI agents & scalable backends




What I Do

  • Design LLM-powered systems from research → production
  • Build multi-agent AI platforms with memory, tools & orchestration
  • Fine-tune models for real business use cases
  • Ship scalable APIs for AI products

I care about clean architecture, explainability, and real-world deployment.


AI & ML Stack (Visual Map)

LLMs & AI

Hugging FaceLangChainCrewAIOllamaGemini

ML & NLP

Supervised LearningClassificationNLPFine-TuningLoRAPrompt Engineering

Vector & Retrieval

PineconeVector EmbeddingsSemantic SearchRAG Pipelines


⚙️ Engineering Toolkit

Backend

FastAPINestJSASP.NET

Languages

PythonJavaScriptC++C#

Frontend (Supporting)

ReactNext.js


Featured Work

Multi-Agent AI Platform

AI assistant orchestration backend

  • Agent routing & task delegation
  • Memory + vector embeddings
  • LLM abstraction layer

FastAPIMulti-AgentRAG

HireSenseAI

AI-powered CV intelligence system

  • Semantic CV ↔ JD matching
  • Explainable scoring & gap detection
  • Hybrid LLM pipeline

GeminiOllamaPinecone

MyCaptionAI

Context-aware social caption engine

  • FB / IG / X generation
  • API-first architecture
  • Brand-aware prompts

LLMsAPIs

AI Tutorial Crew

Multi-agent tutorial generator

  • Local inference
  • Privacy-focused design
  • Autonomous content flow

CrewAIOllama


ML & Fine-Tuning

  • Sales Lead Structuring (LLMs)
    Qwen3-1.7B • supervised fine-tuning • production pipeline

  • LoRA NLP Fine-Tuning
    DistilRoBERTa • IMDB sentiment • parameter-efficient training


Education

BSc in CSE — Software Engineering
American International University–Bangladesh
GPA:3.64 / 4.00


Strengths Snapshot

Problem SolverSystem ThinkerFast LearnerAI Product Builder


Connect

📧 sadmansakibrafi.hey@gmail.com
🔗 Open for AI, ML & Backend-focused roles

Pinned Loading

  1. E--Governance-Project-With-NestjsE--Governance-Project-With-NestjsPublic

    TypeScript

  2. 2-layer-neural-network-from-scratch-using-NumPy2-layer-neural-network-from-scratch-using-NumPyPublic

    2-layer neural network from scratch using NumPy

    Jupyter Notebook

  3. ai-tutorial-crewai-tutorial-crewPublic

    Multi-agent AI system using CrewAI and Ollama to automatically research, write, and review beginner-friendly Python tutorials

    Python 4

  4. CartPole-RL-The-Classic-RL-Hello-WorldCartPole-RL-The-Classic-RL-Hello-WorldPublic

    CartPole Balancing (Classic Control Problem) - Beginner-Level Reinforcement Learning Project Ideas for

    Python 1

  5. Optimize-The-Pandas-Dataframe-Memory-MLOptimize-The-Pandas-Dataframe-Memory-MLPublic

    Optimize The Pandas Dataframe Memory | ML

    Jupyter Notebook

  6. Samsung-Phone-Query-Review-SystemSamsung-Phone-Query-Review-SystemPublic

    An intelligent multi-agent system with LLM-powered chatbot, web scraping, and FastAPI backend to query, compare, and review Samsung smartphones.

    Python