Highly motivated and results-driven Machine Learning Engineer with a strong foundation in AI/ML model development, optimization, and deployment. Proven ability to design and implement robust solutions for complex problems, including natural language processing, computer vision, and time series forecasting. Experienced in full-stack development, with a passion for leveraging technology to create impactful applications. Eager to contribute to innovative projects and drive advancements in the field of artificial intelligence.
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Summary
Developed and deployed advanced AI/ML solutions focusing on natural language processing, computer vision, and forecasting to enhance product capabilities and operational efficiency.
Highlights
Fine-tuned Wav2vec 2.0 and Whisper models with PEFT-LoRA for Bengali Speech-to-Text (STT), conducting performance analysis on augmented datasets to identify and address model weaknesses.
Engineered a RAG-based chatbot for REVE CHAT, integrating GraphRag, LightRag, Multi-Modal Rag, Agentic Rag, and LangChain, leveraging hybrid search (BM25 + dense) for enhanced AI chatbot responses.
Optimized vits model for Bengali Text-to-Speech (TTS) to improve synthesis quality and naturalness.
Implemented model compression techniques using Olive, Quantization, and ONNX, significantly improving model loading and inference times for both online and offline services.
Developed an election commission chatbot utilizing BERT and Bi-LSTM architectures, achieving enhanced accuracy in responses.
Integrated face liveness detection for an NTMC biometric authentication project using OpenCV, CNN, and MediaPipe to prevent spoofing.
Developed robust Time Series Models and a comprehensive forecasting pipeline for precise production quantity and sales amount predictions.
Enhanced the frontend of the REVE CHAT dashboard, significantly improving user experience, usability, and interface responsiveness.
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Summary
Contributed to game development and web application projects, focusing on user experience and backend functionality.
Highlights
Developed and launched a 2D object detection game and a typing game for Android and iOS using Unity, enhancing user engagement and skill development.
Contributed to the development of a comprehensive admin panel for a key project, implementing critical CRUD operations using Laravel.
Python, Java, C, C++, PHP, C#.
Pytorch, Tensorflow, OpenCV, LLM (Large Language Models), Langchain, LangGraph, Scikit-learn, MLflow, RAG (Retrieval Augmented Generation), Time Series Models, BERT, Bi-LSTM, Wav2vec, Whisper, PEFT-LoRA, Olive, Quantization, ONNX, CNN, MediaPipe.
Django, JavaScript, React.js, Node.js, Vue.js, HTML, CSS, Laravel, Express.js, Streamlit.
MySQL, MongoDB, Firebase.
Linux, Shell (Bash), LaTeX, Microsoft Office, Docker, Git, Unity, CI/CD.
Competitive Programming, Algorithm Design, Data Structures, Codeforces, Leetcode, LightOJ, Vjudge, Stopstalk.
Published by
IEEE Xplore
Summary
Assessed a Bangla ASR model on BanSpeech, a 7.2-hour benchmark; it struggled with spontaneous speech and high out-of-vocabulary rates, highlighting the importance of domain selection.
Summary
Created a 200-hour Bangladeshi Bangla spontaneous speech corpus and fine-tuned the multilingual wav2vec 2.0 model, comparing it with a reading corpus (SUBAK.KO) to enhance ASR performance.
Awarded By
AI for Bangla
Achieved first runner-up position in a national artificial intelligence competition focused on Bengali language technologies.
Native
Proficient
Professor, Department of Computer Science & Engineering, Shahjalal University of Science & Technology, Sylhet. Email: rahmanms@sust.edu
Joint Secretary
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Summary
Served as Joint Secretary, contributing to the organization and execution of academic and professional development events.
Highlights
Assisted in coordinating events, workshops, and competitions to promote computer science knowledge and skills among students.
General Secretary, Assistant General Secretary, Executive Member
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Summary
Held multiple leadership roles within the Computer Science & Engineering Society, contributing to student welfare and departmental activities.
Highlights
Managed and coordinated various events and initiatives as General Secretary, fostering community engagement.
Supported leadership team in administrative and organizational tasks as Assistant General Secretary and Executive Member.
