$ whoami

Md. Injamul Haque

01745-449117
Looking for Master's/PhD opportunity in Computer Science, AI, or Data Science
85%
Latency Reduction
35%
Throughput Increase
60%
Cost Optimization
500+
Concurrent Sessions
$ cat summary.txt

AI/ML Engineer and Applied Researcher focused on building production-grade AI solutions across LLM systems, computer vision, and NLP, with strong hands-on experience delivering real-world systems. Hands-on experience training deep learning and NLP models for production-grade systems, including LoRA-based LLM fine-tuning, designing robust FastAPI services, and shipping scalable AI products with Python, TensorFlow, and PyTorch. Strong cloud and DevOps execution with AWS (EC2, ECR, RDS), Docker, GitHub Actions CI/CD, and observability-driven deployment practices. Proven impact delivering Agentic AI frameworks, supporting 500+ concurrent sessions, reducing inference latency by up to 85% (from ~2s to <200ms), and improving throughput by up to 35% in real-world production workflows.

$ cat experience.log

AI Engineer

Interactive Cares, Dhaka, Bangladesh
Jul 2025 - Present
  • Developed a multi-agent AI interview platform with GPT-5 as interviewer and GPT-4o-mini for question generation, with orchestrated reasoning, structured JSON scoring, autonomous follow-up logic, and Redis-based context management, enabling <100ms responses, high concurrency, and ~60% cost optimization while preserving evaluation accuracy and safety
  • Configured and optimized enterprise AI chatbot agents using LangChain for orchestration and Redis for context management, integrating GPT-4.1 via Dockerized REST APIs; implemented parallel processing with thread-pool executors and CI/CD pipelines, reducing response time by ~45% and improving throughput by ~35%
  • Optimized Faster-Whisper STT and Google TTS pipelines with int8 quantization, reducing latency from ~2s to <200ms while maintaining production-grade reliability and robust debugging practices

Machine Learning Engineer

DevTechGuru Limited, Dhaka, Bangladesh
Jan 2024 - Jul 2025
  • Developed and integrated an AI-assisted hip surgery system connected to C-ARM medical imaging via HDMI and Python; fine-tuned computer vision instance segmentation models for automated hip anatomy evaluation with 90%+ accuracy, reducing pre-operative planning time by ~40% while improving diagnostic efficiency under healthcare safety standards
  • Engineered an end-to-end ML pipeline for vehicle plate detection using YOLOv8, achieving 93% accuracy from live CCTV feeds; deployed containerized inference via Docker with REST API integration, plus structured text extraction and automated validation workflows for reliability and scalability
  • Developed backend features for a Django-based parking management system with AI-powered modules, RESTful APIs, and Redis caching for revenue dashboards and card issuance, reducing API calls by ~40% and improving data retrieval speed by ~30% for scalable production-ready delivery

ML Researcher

Health Informatics Research Lab, Daffodil International University
Dec 2022 - Dec 2023
  • Published Q1 journal paper on region-of-interest embedded Graph Neural Network architecture for gallbladder cancer detection, achieving 93%+ accuracy and ~90% precision in Results in Engineering (Elsevier)
  • Developed hybrid CNN-RNN architecture (NewsNet) for Bengali news categorization, achieving 94.57% accuracy and presented at IEEE conference
  • Designed explainable AI framework integrating XGBoost/LightGBM with SHAP for brain tumor MRI classification, achieving 98.53% accuracy with interpretable predictions
  • Engineered hybrid BERT-BiGRU model for low-resource Bengali transliteration sentence identification, advancing NLP research for regional languages
  • Conducted extensive research in medical imaging, natural language processing, and deep learning applications for healthcare diagnostics

$ ls -la project/

Smart Hospital Management System

A smart hospital management system powered by Gemini 2.0 Flash and Gemini Live with text and real-time voice agents for seamless appointment booking.

Tech: FastAPI, WebSockets, MySQL (SQLAlchemy), OAuth2, JWT, HTML5, Vanilla CSS, JavaScript, gemini-2.0-flash, gemini-live-2.5-flash-preview
⚡ Production-grade voice + chat booking with real-time doctor availability and role-based access

Swiftme Mini - Smart Job Proposal Generator

Production-grade FastAPI app that generates personalized freelance proposals using LangChain, RAG, and GPT-4o.

Tech: FastAPI, LangChain (LCEL), ChromaDB, OpenAI GPT-4o, MySQL 8.0+, Async SQLAlchemy, Alembic, Loguru, Pydantic v2, SSE
⚡ Production-ready proposal generation with streaming output, observability, and strict validation

ShortStory Hub

Hands-on DevOps project demonstrating a real-world CI/CD pipeline with Docker, GitHub Actions, and AWS services for production deployment practice.

Tech: FastAPI, Docker, GitHub Actions, AWS EC2, AWS ECR, AWS RDS MySQL
⚡ Industry-style AWS deployment workflow with automated CI/CD and containerized delivery

VisionCraft Studio

AI-powered platform transforming natural language into production-ready HTML prototypes

Tech: FastAPI, MySQL, React, TypeScript, Gemini 2.5 Pro
⚡ 70% faster front-end development

AI Interview System

Multi-agent platform with GPT-5, GPT-4o-mini, supporting 500+ concurrent sessions

Tech: Python, Redis, Asyncio, Thread Pooling
⚡ 85% faster response, 60% cost optimization

Hip Surgery AI System

Real-time C-Arm medical image processing with instance segmentation

Tech: Python, Computer Vision, Django
⚡ 5x faster than manual assessment

AI Resume Matcher

ATS scoring engine analyzing bulk resumes with weighted evaluation

Tech: Python, NLP, ML
⚡ 70% reduction in screening time

AI Voice Sales Agent

FastAPI-based AI voice agent for online courses with real-time conversations

Tech: FastAPI, LangChain, HuggingFace, OpenAI Whisper
⚡ 50% improvement in lead engagement efficiency

Parking Management System

Semi-automated system with backend infrastructure for payment processing

Tech: Django, Redis, REST APIs
⚡ 40% improvement in system responsiveness

Interactive Care Chatbot

Enterprise chatbot system with Redis-based chat history and parallel processing

Tech: Python, Redis, Thread Pool Executors, CI/CD
⚡ 45% faster response, 35% throughput increase

Estate Link

Real estate platform with role-based access control and scalable backend APIs

Tech: Django, REST APIs, Role & Permission Management
⚡ Production-ready backend with best practices

$ ls -la open-source-contributions/

EdTech Support LLM LoRA Fine-Tuning

Domain-specific fine-tuning of an LLM using LoRA to build an ed-tech customer support assistant for accurate, polite responses with low GPU memory usage.

Tech: DeepSeek-R1-Distill-Qwen-1.5B, LoRA (PEFT), TRL SFTTrainer, Google Colab
⚡ Efficient domain adaptation on a single 15GB GPU for production-style support use cases

LLM Fine-Tuning & Post-Training Lab

Personal notes and hands-on implementations for LLM fine-tuning and post-training workflows.

Tech: LLM Fine-Tuning, RL/Post-Training, Python
⚡ Practical open-source learning repository for reproducible LLM training workflows

Mysoft Heaven RAG Chatbot

Production-grade RAG chatbot that answers strictly from company-provided documents using vector retrieval and OpenAI Prompt-as-a-Resource architecture.

Tech: Flask, OpenAI gpt-4.1, file_search, Vector Store, text-embedding-3-large, Redis, MySQL
⚡ Enterprise document-grounded responses with controlled retrieval and scalable chat handling

n8n FastAPI AI Lead Pipeline

AI-driven workflow for incoming lead messages with FastAPI input, n8n automation, OpenAI processing, and SQLite storage.

Tech: FastAPI, n8n, OpenAI, SQLite
⚡ Automated end-to-end lead response pipeline from intake to AI-generated reply

Inventory MCP SQL Agent

Production-ready MCP SQL assistant using OpenAI Responses API with guarded read-only SQL over live MySQL inventory data.

Tech: Python, MCP, OpenAI Responses API, MySQL
⚡ Safe tool-calling architecture with SQL guardrails, schema inspection, and grounded live-data answers

$ cat skills.json

Programming & Backend

Python JavaScript C/C++ Java Django FastAPI Flask RESTful API Design Asyncio Multithreading Redis

LLMs & Generative AI

LangChain LlamaIndex Prompt Engineering JSON Structured Outputs Multi-agent LLM Systems Agent Orchestration Agentic AI Context Management LoRA/QLoRA Fine-tuning PEFT TRL SFTTrainer

RAG & Vector Databases

Advanced RAG Pipelines Embeddings Document Loaders Chunking Strategies FAISS Chroma Pinecone Weaviate Semantic Search Similarity Matching

AI/ML

TensorFlow PyTorch Scikit-learn Computer Vision NLP CNNs RNNs GANs Transfer Learning Graph Neural Networks Feature Engineering Batch/Real-time Inference

Cloud, MLOps & DevOps

Docker CI/CD Pipelines Model Versioning MLflow AWS EC2 AWS S3 AWS ECR Azure ML Deployment Workflows

Databases & Tools

MySQL PostgreSQL MongoDB GitHub NumPy Pandas

Education

BSc. Computer Science and Engineering

Daffodil International University | Mar 2020 - Jun 2024

GPA: 3.74/4.00

Coursework: Object Oriented Programming, Databases, Discrete Mathematics, Data Structures and Algorithms, Operating Systems, Computer Networks, Machine Learning, Data Mining, Advanced Data Structures and Algorithms, Information Retrieval, Image Processing, Deep Learning, Computer Vision

$ git log --research

A region-of-interest embedded graph neural architecture for gallbladder cancer detection

Results in Engineering, 26 (2025) 104624 | Available online 14 Mar 2025
Md. Injamul Haque, S. Islam, Mushrat Jahan, Md. Zahid Hasan, Md. Awlad Hossen Rony, Kaniz Fatema, Taslima Ferdaus Shuva, Muhammad Ali Abdullah Almoyad, Abdullah Al-Mamun Bulbul, Md. Tanvir Rahman, Md Whaiduzzaman, Touhid Bhuiyan, Mohammad Ali Moni

NewsNet: A Comprehensive Neural Network Hybrid Model for Efficient Bangla News Categorization

Conference Paper | Jun 2024
Md. Injamul Haque, Shakil Rana, Naznin Sultana, Saiful Islam

Integrating Explainable AI and Machine Learning for Superior Brain Tumor MRI Classification

Research | Sep 2025
Md. Injamul Haque, Shakil Rana, Saiful Islam

An Efficient Framework for Transliteration Sentence Identification of Low Resource Languages Using Hybrid BERT-BiGRU

Conference Paper | Jun 2024
Md. Injamul Haque, Saiful Islam, Md Jabed Hosen, Fowzia Rahman Taznin, Shakil Rana

Impact of Lifestyle on Career: A Review

Chapter | Dec 2023
Md. Injamul Haque, Md Jabed Hosen, Saiful Islam, Ahmed Wasif Reza

$ ls -la certifications/

Machine Learning Specialization

Comprehensive specialization covering supervised learning, neural networks, and ML best practices

Platform: Coursera

Software Engineer Certificate

Validated expertise in software engineering principles and problem-solving

Platform: HackerRank

Problem Solving Basic

Fundamental algorithmic problem-solving and data structures proficiency

Platform: HackerRank

Intermediate Machine Learning

Advanced ML techniques including handling missing values, pipelines, and cross-validation

Platform: Kaggle

Computer Vision

Deep learning techniques for image processing and visual recognition

Platform: Kaggle

SQL for Data Science

Database querying and data manipulation for analytics and data science workflows

Platform: Coursera