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fahiiim/README.md
Name Titles

LinkedIn Kaggle Email

Profile views

╔══════════════════════════════════════════════════════════════════════╗
║  Results-driven AI/ML Engineer · 1+ yr production experience         ║
║  95–99% model accuracy · 8+ client pipelines · AWS-deployed RAG      ║
║  XAI Researcher (medical imaging) · Open-Source Author · 6× Winner   ║
╚══════════════════════════════════════════════════════════════════════╝

Work Experience

Position  : AI Engineer  ›  SparkTech Agency
Timeline  : Sept 2025 – Present  (Trainee → Junior AI Engineer, Full-time)
  • Shipped 8+ client-facing NLP, OCR, CV, and RAG pipelines using LangChain/LLMs — cut model iteration time ~30% and data preprocessing ~40% via W&B / MLOps standardization
  • Architected scalable RAG systems with FAISS / Pinecone + FastAPI, achieving sub-2s query responses in production
  • Acted as AI Engineer · Project Manager · System Architect — owned team coordination (3–4 members), end-to-end architecture, and client delivery for production RAG, OCR extraction, and document verification systems

Education

Degree    : B.Sc. Computer Science & Engineering  ›  2022 – 2026
Institute : Green University of Bangladesh
Major     : Artificial Intelligence & Machine Learning
Research  : Medical AI · Explainable AI · NLP · Computer Vision

Tech Stack

// Languages

Python Java C SQL

// ML & AI Frameworks

PyTorch TensorFlow Keras Scikit-learn HuggingFace XGBoost LangChain LangGraph OpenAI API PEFT/LoRA Ollama

// Computer Vision

OpenCV YOLOv8 Swin Transformer MediaPipe Detectron2 GANs & Diffusers Roboflow

// NLP & LLMs

BERT GPT RAG NLTK spaCy NER & Sentiment TF-IDF / Word2Vec

// Data Science

Pandas NumPy Matplotlib Seaborn SciPy Tableau Power BI

// MLOps & Dev Tools

MLflow W&B FastAPI Docker GitHub CI/CD Jupyter

// Cloud & Deployment

AWS EC2 AWS Bedrock SageMaker Google Cloud

// Vector DBs & Databases

FAISS Pinecone ChromaDB PostgreSQL MongoDB Redis Elasticsearch


Research

[ PAPER ]   XAI-Based Hybrid Attention Fusion for Skin Cancer ClassificationUnder Review

Supervisor: Prof. Dr. Mohammad Shorif Uddin · Green University of Bangladesh

  • Designed a novel ABCD rule-based Clinical Saliency Mask + Gradient Coherence Weighting algorithm — outperforms Grad-CAM and LIME benchmarks in skin lesion explainability
  • Achieved 96% classification accuracy on dermatology datasets using Swin Transformer with a custom attention fusion module

[ OSS ]   NeuroGebra Framework — Open-Source AI Mathematics Library   PyPI   DOI

  • Executable AI mathematics framework — real-time visualization of core ML formulas during training to make neuron behavior transparent
  • Adopted by students and researchers as a PyTorch/TensorFlow companion · Documentation at neurogebra.readthedocs.io

Projects

[ 01 ] RAG Legal Chatbot — Lukemamou (USA)

LangChain FAISS FastAPI OpenAI

Production RAG system for U.S. Federal & Michigan State law. Led 3-person team as AI Engineer + PM — semantic chunking, FAISS indexing, FastAPI microservices. Sub-2s query response in production.

[ 02 ] RIGHT ROUTE — Permit Document Route Extractor

Textract NLP Google STT

OCR pipeline parsing driver permit documents — extracts route waypoints with auto-map plotting. Designed full system architecture incl. voice-to-text integration; delivered ahead of client deadline.

[ 03 ] NLP Document Verification System

Textract Fuzzy Docker EC2

Production OCR verifying passports + driver licenses via intelligent fuzzy identity matching → automated APPROVE / REVIEW / REJECT decisions. AWS EC2 + CI/CD + health monitoring.

[ 04 ] SMS Spam Classifier — Solicitor Stopper

DistilBERT PEFT/LoRA PyTorch

99.19% accuracy with DistilBERT fine-tuning — 8-bit quantization + structured pruning with <1% accuracy degradation. Production-ready for mobile deployment.

[ 05 ] ViolaShield — Smart Traffic Violation Detection   ★ Best Project Award

YOLOv8 OCR Python

Real-time YOLOv8 detection — vehicles, license plates, non-helmet bikers — with automated fine generation + email alerts. Awarded Best Project at university showcase.

[ 06 ] Cattle Breed Classification with XAI

EfficientNet-B3 ResNet50 Grad-CAM PyTorch

95.19% accuracy with SOTA CNN backbones (EfficientNet-B3, ResNet50) — enriched with Grad-CAM, t-SNE, and PCA for deep model transparency.


Awards

┌───────────────────────────────────────────────────────────────────────────┐
│  RESULT               COMPETITION / EVENT                        DATE     │
├───────────────────────────────────────────────────────────────────────────┤
│  1st Runner-Up        Comilla University Data Science Hackathon  Nov 2024 │
│  Best Innovation      IDP-1 Project Showcase (ViolaShield)       Jan 2025 │
│  3rd Runner-Up        University IT Olympiad                     Oct 2024 │
│  Finalist             NSU FutureBuilders AI Hackathon            Dec 2024 │
│  Finalist             BUBT AI Competition                        Nov 2025 │
│  Finalist             IUBAT National Hackathon                   Dec 2024 │
│  1st Runner-Up        Hult Prize Business Challenge              Mar 2022 │
└───────────────────────────────────────────────────────────────────────────┘

Leadership

  ►  Enduring Member       BASIS Students' Forum (Lifetime)
     └─ Mentors members on tech industry practices & ICT career development

  ►  Information Secretary GUB Computer Club  ·  2023 – 2024
     └─ Organized 5+ ML/web/CP workshops for 200+ students

  ►  Software Engineer     GUB Robotics Club  ·  2024 – 2025
     └─ Embedded systems prototypes; bridged software & hardware teams

  ►  Event Coordinator     BASIS Students' Forum  ·  2023 – 2026
     └─ Coordinated national IT industry events & workshops

  ►  Technical Volunteer   ICPC Dhaka Regional & CSE Carnival  ·  2023 & 2024
     └─ On-site technical support for BD's largest CP & CS events

Achievements & GitHub Milestones

GitHub Achievements



Building impactful AI solutions, contributing to open source, and continuously learning every day


Connect

Open to collaborations, research opportunities, and impactful AI projects.

Email   LinkedIn   Kaggle


Pinned Loading

  1. NeuroGebra NeuroGebra Public

    Neural-powered mathematics for AI Enthusiasts, Educators and Engineers

    Python 6 1

  2. MLOps-using-the-Random-Forest-Model-on-the-Iris-Dataset MLOps-using-the-Random-Forest-Model-on-the-Iris-Dataset Public

    This is the Experimental way to use the mlfow to learn about the MLOps Pipeline.

    Python 1

  3. Cattle-Breed-Classification-and-Enhance-Explainability-with-XAI Cattle-Breed-Classification-and-Enhance-Explainability-with-XAI Public

    Jupyter Notebook 1

  4. Advanced-SMS-SPAM-Classification-STI-Client-Project Advanced-SMS-SPAM-Classification-STI-Client-Project Public

    The AI Solicitor stopper applications SMS Classifications ML training code will be uploaded to this repository. This is a real-time project from SparkTech Agency, and Rayan Liond is the client.

    Jupyter Notebook 2