Hi, I’m Muhammad Ahmad 👋 I’m an AI Engineer and Data Scientist focused on building production-ready AI systems that solve real business problems — from predictive analytics to LLM-powered applications and workflow automation. I specialize in: — Customer churn & behavioral prediction — AI automation systems — RAG-based LLM applications — Scalable ML pipelines and analytics workflows I help businesses turn raw data into operational decisions through reliable, deployable AI solutions — not just experimental models. What I bring: — End-to-end ownership (data pipelines → modeling → deployment → monitoring) — Strong production experience with telecom and large-scale datasets — Focus on scalability, performance, and measurable business impact Core expertise: • Machine Learning: XGBoost, Random Forest, classification, forecasting • Generative AI: RAG pipelines, embeddings, FAISS, LLM fine-tuning • Backend & Deployment: FastAPI, Docker, AWS, Linux • Data & Analytics: SQL, ETL pipelines, automation, reporting systems Selected impact: — Built production churn & dormancy prediction systems supporting retention strategies — Automated reporting workflows saving 10+ hours weekly — Developed AI-powered RAG chatbots for intelligent document retrieval — Delivered 30+ successful projects across multiple industries If you need someone who can design, build, and deploy reliable AI systems that integrate into real business operations, let’s connect.