Mohammed Musthafa

Mohammed Musthafa

Machine Learning Engineer
UAE
Tamil, English, Arabic, Malayalam, Hindi
Internship Hybrid

About Me

MSc Computational Data Science graduate specializing in machine learning, deep learning, and LLM-based applications. Experienced in building end-to-end ML solutions, including model development, evaluation, fine-tuning, …

Experience

Data Science Intern

Gamalearn · Abu Dhabi
Jun 2026 - Present · 5 months

<p>Developing a stateless Computerized Adaptive Testing (CAT) engine in R</p><p> Implementing adaptive item-selection and ability-estimation algorithms based on psychometric principles</p><p> Optimizing assessment workflows for efficient and personalized testing experiences</p><p> Integrating the CAT engine with .NET frameworks to enable scalable deployment and seamless integration within educational technology platforms</p>

Data Science Intern

Oracuz Infotech · Trivandrum
Jun 2024 - Jul 2024 · 30 days

<p>Built and optimized machine learning models using Python and scikit-learn for predictive analytics tasks</p><p> Performed data preprocessing, feature engineering, and exploratory data analysis (EDA) on structured datasets</p><p> Applied hyperparameter tuning and cross-validation techniques to improve model performance and generalization</p><p> Developed visualizations and analytical reports using Matplotlib and Seaborn to communicate insights effectively</p>

Full-Stack Development Intern

Tech ByHeart · Kochi
May 2023 - Jun 2023 · 1 month

<p>Developed and integrated end-to-end application features across frontend and backend systems</p><p> Improved application performance by optimizing API calls and database interactions</p><p> Collaborated on debugging and testing to enhance system reliability and user experience</p>

Data Science Intern

Teachnook · Bengaluru Urban , Karnataka , India
Oct 2022 - Dec 2022 · 2 months

<p>Cleaned and preprocessed datasets using Pandas and NumPy for machine learning tasks</p><p> Engineered features and trained models to improve prediction accuracy</p><p> Evaluated model performance using appropriate metrics and validation techniques</p>

PROJECTS

Brain Tumor Detection via Convolutional Autoencoder

Khalifa University of Science and Technology · https://github.com/Richuzy/Brain-Tumor-detection-using-VAE
Duration : 17-Apr-2026 - 30-Aug-2026

<p>Built an unsupervised MRI anomaly-detection model</p><p>using reconstruction-error thresholding and heatmap localization. PyTorch, NumPy, OpenCV, Computer Vision</p>

Malayalam Sentiment Analysis Service

Khalifa University of Science and Technology · https://github.com/Richuzy/sentiment-service
Duration : 09-Apr-2026 - 30-Aug-2026

<p>Built and deployed a production-ready sentiment analysis API using FastAPI, Docker, GitHub Actions (CI), and</p><p>Kubernetes. Implemented model serving with health probes, automated testing, containerization, and ingress-</p><p>based routing for scalable ML deployment. FastAPI, Docker, Kubernetes, CI/CD, MLOps, Model Deployment</p>

ChestXray14: 1024 ˜A—1024 VAE + Latent Classifie

Khalifa University of Science and Technology · https://github.com/Richuzy/VAE-to-get-the-latent-code-and-training-an-MLP-for-classsification
Duration : 03-Apr-2026 - 30-Aug-2026

<p>Trained a convolutional VAE and used 64-d latent embeddings for multi-label disease prediction with macro F1</p><p>evaluation, reducing storage requirements from 55 GB to 450 MB. PyTorch, scikit-learn, Deep Learning</p>

PDF RAG Assistan

Khalifa University of Science and Technology · https://github.com/Richuzy/PDF_RAG_APP
Duration : 04-Mar-2026 - 30-Aug-2026

<p>Developed a PDF question-answering system using Retrieval-Augmented Generation with Ollama embeddings</p><p>and ChromaDB for semantic search. Built an interactive Streamlit UI for document upload and contextual query-</p><p>ing. Python, Streamlit, ChromaDB, Ollama, LLM</p>

Personalized Post-Transplant Management AI Agent

Khalifa University of Science and Technology · https://github.com/Richuzy/AI_AGENT_KIDNEY
Duration : 03-Feb-2026 - 30-Aug-2026

<p>Developed a clinician-facing research prototype for kidney-transplant decision support that integrates a Duffingbased</p><p>Dynamic-ML predictive model, uncertainty-aware GFR trajectory simulation, transplant-specific Retrieval-</p><p>Augmented Generation (RAG), a Validator Agent, and a Streamlit dashboard. Built patient-aware literature</p><p>retrieval over PDF/TXT/Markdown sources using ChromaDB and Ollama LLM, with citation validation, deterministic</p><p>safety checks, LLM-based review, and automatic repair for weakly grounded outputs. Validated the predictive</p><p>backbone on held-out N2 cases, achieving ROC AUC 0.840 / F1 0.772 at 365 days and ROC AUC 0.811 / F1</p><p>0.730 at 730 days. Python, Streamlit, NumPy, pandas, ChromaDB, Ollama, RAG, LLM Agents, Nonlinear Dynamical</p><p>Systems, RK4, Clinical AI</p>

Conversational Fine-Tuning of Qwen2

Khalifa University of Science and Technology · https://github.com/Richuzy/KNowledge_based_fine_tuned_LLM
Duration : 01-Feb-2026 - 30-Aug-2026

<p>Built an end-to-end supervised fine-tuning pipeline for Qwen2.5-1.5B-Instruct using the Topical-Chat dataset to</p><p>generate context-aware assistant responses from multi-turn dialogue history. Developed custom preprocessing,</p><p>label masking, and training components to resolve instability issues including zero-loss and NaN failures. Imple-</p><p>mented LoRA-based parameter-efficient fine-tuning, checkpointed training, and inference workflows on Kaggle</p><p>GPU in</p>

Certifications

IBM (Coursera): Develop Generative AI Applications: Get Started

IBM · Abu Dhabi , Abu Dhabi , United Arab Emirates (UAE) · 2026

IBM (Coursera): Build RAG Applications: Get Started

IBM · Abu Dhabi , Abu Dhabi , United Arab Emirates (UAE) · 2026

IBM (Coursera):Databases and SQL for Data Science with Python

IBM · Abu Dhabi , Abu Dhabi , United Arab Emirates (UAE) · 2026

IBM (Coursera): Generative AI and LLMs: Architecture and Data Preparation

IBM · Abu Dhabi , Abu Dhabi , United Arab Emirates (UAE) · 2025

NASA International Space Apps Challenge: Galactic Problem Solver

Jyothi ENgineering College · Thrissur District , Kerala , India · 2024

Accenture (Forage): Data Analytics and Visualization Job Simulation

Accenture · Thrissur District , Kerala , India · 2024

BCG X (Forage): Data Science Job Simulation

BCG · Thrissur District , Kerala , India · 2024

Skills

Python Shell HTML TensorFlow PyTorch scikit-learn Keras Deep Learning NLP Computer Vision RAG LLM Fine-Tuning MLOps Model Deployment Pandas Matplotlib Seaborn Tableau Power BI SQL MySQL Git GitHub Linux Kubernetes Docker CI/CD FastAPI NumPy OpenCV Streamlit Hugging Face Transformers PEFT LoRA Qwen2.5 NLTK Kaggle
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