BSc Computer Science · FAST-NUCES Faisalabad · 2026
Freelance ML Engineer since 2023 · International clients
Research paper under review · CIS-2025
Production machine learning systems — from raw data through training, deployment, and monitoring in real environments. Computer vision, LLMs, RAG pipelines, agentic workflows, and full MLOps infrastructure.
Multimodal deep learning system detecting 4 error types in AI-generated
chest X-ray reports. BioViL-T + CXR-BERT + Bidirectional Cross-Attention.
74,060 MIMIC-CXR samples · 14 conditions · Val F1 = 0.66
Deployed on AWS EC2 with Docker · Kubernetes · Kubeflow retraining ·
Prometheus/Grafana monitoring · A/B shadow testing · FAISS RAG chatbot
Novel ELRRS reliability metric proposed.
Production demand forecasting for a 54-store Ecuador grocery chain.
LightGBM vs XGBoost vs ARIMA across 33 product categories.
LightGBM: RMSE 336 · MAPE 8.78% · 55% over baseline · p = 0.0036
21 MLflow runs · SHAP explainability · KS-test drift monitoring
Docker Compose + Kubernetes on AWS EC2 · React + FastAPI + Nginx
MLflow on MinIO + PostgreSQL
3-agent LangGraph pipeline with MCP Supervisor orchestrator.
CV/JD analyzer · RAG question generator · real-time voice interview agent.
LlamaIndex + ChromaDB RAG · LiveKit WebRTC + Whisper STT + Coqui TTS
LLM-based answer scoring · self-healing retry loops · Pydantic v2 validators
Novel TransU-Net combining transformer attention + U-Net skip connections
for automated pacemaker/ICD detection in chest X-rays.
Fully automatic localization-to-classification pipeline.
IndicBERT fine-tuned on scraped Instagram data.
MLflow · Docker · FastAPI · Streamlit · live deployment.
Inference-optimized FastAPI backend · Docker · Vast.ai GPU · React/Vercel.
ML/DL: PyTorch · HuggingFace Transformers · Scikit-learn · XGBoost · LightGBM · LoRA · QLoRA · PEFT · YOLOv8 · TransU-Net · BioViL-T · GradCAM · CBAM · OpenCV
LLMs/RAG/Agents: LangChain · LangGraph · LlamaIndex · FAISS · Pinecone · ChromaDB · OpenAI API · Gemini API · Anthropic API · prompt engineering · embeddings · MCP servers
MLOps/Deployment: MLflow · Docker · Kubernetes · Kubeflow · Prometheus · Grafana · FastAPI · GitHub Actions · AWS EC2 · Evidently AI · CI/CD
Languages: Python · C++ · JavaScript · SQL
Ali Raza et al. "𝗚𝗲𝗻𝗲𝗿𝗮𝗹𝗶𝘇𝗮𝗯𝗹𝗲 𝗗𝗲𝘁𝗲𝗰𝘁𝗶𝗼𝗻 𝗼𝗳 𝗖𝗮𝗿𝗱𝗶𝗮𝗰 𝗜𝗺𝗽𝗹𝗮𝗻𝘁𝗮𝗯𝗹𝗲 𝗘𝗹𝗲𝗰𝘁𝗿𝗼𝗻𝗶𝗰 𝗗𝗲𝘃𝗶𝗰𝗲𝘀 𝗨𝘀𝗶𝗻𝗴 𝗮 𝗛𝘆𝗯𝗿𝗶𝗱 𝗧𝗿𝗮𝗻𝘀𝗳𝗼𝗿𝗺𝗲𝗿 𝗮𝗻𝗱 𝗖𝗡𝗡 𝗙𝗿𝗮𝗺𝗲𝘄𝗼𝗿𝗸"
ACR 2026 · Abstract Accepted
LinkedIn · Kaggle · mirzaalirazafsd@gmail.com · Faisalabad, Pakistan