Umair E.
AI/ML Engineer | Computer Vision | LLMs, RAG, AI Agents & Automation
🚀 I turn complex AI concepts into fast, reliable, production-ready systems. With extensive experience delivering end-to-end AI solutions, I help startups, enterprises, and research teams build intelligent systems that create real business impact. I do not just build fragile models that only work in research notebooks. I architect scalable, high-performance AI software optimized for the cloud, edge devices, and real-world constraints. Whether you need a sophisticated LLM chatbot, a low-latency computer vision pipeline, or automated agentic workflows, I own the full lifecycle from data preparation and model training to MLOps and cloud deployment. 🧩 Core Expertise & What I Deliver: 💬 Generative AI, LLMs & AI Agents 🔹 Custom AI agents, intelligent assistants, and autonomous workflows. 🔹 Enterprise-grade RAG (Retrieval-Augmented Generation) & Multimodal RAG pipelines. 🔹 LLM fine-tuning (LoRA, PEFT) and prompt engineering for cost-efficiency. 🔹 Integration of Vector Databases (Pinecone, ChromaDB, FAISS) for private enterprise search. 👁️ Computer Vision & Deep Learning 🔹 Real-time Object Detection, Tracking, and Segmentation (YOLO variants, Detectron2). 🔹 OCR and automated Document AI (invoice/receipt extraction, identity verification). 🔹 High-performance vision systems for industrial automation, surveillance, and healthcare. 🔹 Edge AI acceleration & inference optimization (TensorRT, ONNX, CUDA, NVIDIA Jetson). 🧠 Machine Learning & NLP 🔹 Predictive modeling, time-series forecasting, and anomaly detection. 🔹 Text classification, sentiment analysis, NER, and semantic similarity. 🔹 Audio AI, Speech-to-Text (Whisper), and TTS integrations. ☁️ MLOps & Production Deployment 🔹 Translating prototypes into scalable, cloud-native deployments. 🔹 Containerization and API development (Docker, FastAPI, Flask). 🔹 Model monitoring, CI/CD pipelines, and robust AI infrastructure. 🛠️ Technical Stack: 🔹AI/ML Frameworks: PyTorch, TensorFlow, Keras, Scikit-Learn, XGBoost, Hugging Face 🔹Computer Vision: OpenCV, YOLOv8/11, MediaPipe, Pillow, Scikit-Image 🔹LLM & NLP: LangChain, LLaMA, OpenAI (GPT-4), NLTK, Transformers 🔹Languages: Python, C++, JavaScript, SQL 🔹Cloud & MLOps: AWS, GCP, Azure, Docker, Kubernetes, MLflow, Git/GitHub Actions 🔹Databases: PostgreSQL, MongoDB, MySQL, Milvus, Qdrant 🎯 Why Work With Me? I combine deep technical research capabilities with hands-on product delivery. My focus is always on solutions that are robust, explainable, and directly tied to your business KPIs. Let’s discuss how we can bring your AI, computer vision, or automation project to life. Click "Invite to Job" to get started!