Umer M.

I’m a Machine Learning Engineer and Data Scientist with 4+ 𝘆𝗲𝗮𝗿𝘀 of experience building production-ready AI systems that solve real-world problems in forecasting, automation, and decision intelligence. I specialize in turning complex data into actionable insights. I create solutions that are fast, scalable, and tailored to your needs. I have a proven record of delivering impactful AI solutions for leading organizations such as the United Nations Food & Agriculture Organization (UN-FAO), Asian Development Bank, British American Tobacco, and Green Climate Fund. My work blends robust data science with practical deployment to turn complex data into clear, actionable insight. 𝐊𝐞𝐲 𝐒𝐭𝐫𝐞𝐧𝐠𝐭𝐡𝐬 𝐚𝐧𝐝 𝐒𝐤𝐢𝐥𝐥𝐬 🧠 Deep Learning & ML – Model development, training, evaluation, and optimization 📊 Time Series Forecasting – Accurate prediction models using LSTM, Prophet, and traditional ML techniques 🖼 Computer Vision – Object detection, segmentation, and classification using UNET, YOLOv5, SAM 🚀 MLOps & Deployment – MLflow, Docker, Flask APIs, AWS SageMaker, and scalable pipelines 🌍 Geospatial Analytics – Satellite/drone data processing, GEE, QGIS (light emphasis) 🔁 Data Engineering – ETL pipelines, feature engineering, API integration 📈 Visualization & Reporting – Plotly, Matplotlib, interactive dashboards, automated PDF reports ☁️ Cloud Infrastructure – AWS (EC2/ECS, S3, Lambda), Docker, PostgreSQL/PostGIS 𝐍𝐨𝐭𝐚𝐛𝐥𝐞 C𝐥𝐢𝐞𝐧𝐭𝐬 𝐈 𝐡𝐚𝐯𝐞 W𝐨𝐫𝐤𝐞𝐝 W𝐢𝐭𝐡: • United Nations Food & Agriculture Organization (UN-FAO) • Asian Development Bank (ADB) • British American Tobacco (BAT) • WaterAid • Green Climate Fund 🌟 𝐖𝐡𝐚𝐭 𝐂𝐥𝐢𝐞𝐧𝐭𝐬 𝐒𝐚𝐲: You don’t have to take my word for it—here’s what past clients have said after working with me: 🗨 “𝘏𝘰𝘯𝘦𝘴𝘵𝘭𝘺, 𝘐 𝘥𝘪𝘥𝘯’𝘵 𝘦𝘹𝘱𝘦𝘤𝘵 𝘵𝘩𝘦 𝘳𝘦𝘴𝘶𝘭𝘵𝘴 𝘵𝘰 𝘣𝘦 𝘵𝘩𝘪𝘴 𝘢𝘤𝘤𝘶𝘳𝘢𝘵𝘦, 𝘦𝘴𝘱𝘦𝘤𝘪𝘢𝘭𝘭𝘺 𝘸𝘪𝘵𝘩 𝘵𝘩𝘦 𝘥𝘢𝘵𝘢 𝘸𝘦 𝘩𝘢𝘥. 𝘜𝘮𝘦𝘳 𝘮𝘢𝘥𝘦 𝘴𝘦𝘯𝘴𝘦 𝘰𝘧 𝘢 𝘷𝘦𝘳𝘺 𝘮𝘦𝘴𝘴𝘺 𝘥𝘢𝘵𝘢𝘴𝘦𝘵 𝘢𝘯𝘥 𝘨𝘢𝘷𝘦 𝘶𝘴 𝘪𝘯𝘴𝘪𝘨𝘩𝘵𝘴 𝘵𝘩𝘢𝘵 𝘸𝘦 𝘢𝘤𝘵𝘶𝘢𝘭𝘭𝘺 𝘶𝘴𝘦𝘥 𝘪𝘯 𝘵𝘩𝘦 𝘧𝘪𝘦𝘭𝘥.” 🗨 “𝘚𝘶𝘱𝘦𝘳 𝘦𝘧𝘧𝘪𝘤𝘪𝘦𝘯𝘵 𝘢𝘯𝘥 𝘦𝘢𝘴𝘺 𝘵𝘰 𝘸𝘰𝘳𝘬 𝘸𝘪𝘵𝘩. 𝘏𝘦 𝘵𝘰𝘰𝘬 𝘵𝘩𝘦 𝘪𝘯𝘪𝘵𝘪𝘢𝘵𝘪𝘷𝘦 𝘵𝘰 𝘧𝘭𝘢𝘨 𝘱𝘰𝘵𝘦𝘯𝘵𝘪𝘢𝘭 𝘪𝘴𝘴𝘶𝘦𝘴 𝘦𝘢𝘳𝘭𝘺 𝘢𝘯𝘥 𝘱𝘳𝘰𝘱𝘰𝘴𝘦𝘥 𝘱𝘳𝘢𝘤𝘵𝘪𝘤𝘢𝘭 𝘧𝘪𝘹𝘦𝘴. 𝘛𝘩𝘢𝘵 𝘬𝘪𝘯𝘥 𝘰𝘧 𝘧𝘰𝘳𝘦𝘴𝘪𝘨𝘩𝘵 𝘪𝘴 𝘳𝘢𝘳𝘦.” 🗨 “𝘞𝘦 𝘸𝘦𝘳𝘦 𝘳𝘶𝘯𝘯𝘪𝘯𝘨 𝘰𝘯 𝘵𝘪𝘨𝘩𝘵 𝘥𝘦𝘢𝘥𝘭𝘪𝘯𝘦𝘴 𝘢𝘯𝘥 𝘯𝘦𝘦𝘥𝘦𝘥 𝘴𝘰𝘮𝘦𝘵𝘩𝘪𝘯𝘨 𝘱𝘳𝘰𝘥𝘶𝘤𝘵𝘪𝘰𝘯-𝘳𝘦𝘢𝘥𝘺, 𝘯𝘰𝘵 𝘢 𝘳𝘦𝘴𝘦𝘢𝘳𝘤𝘩 𝘱𝘳𝘰𝘵𝘰𝘵𝘺𝘱𝘦. 𝘜𝘮𝘦𝘳 𝘥𝘦𝘭𝘪𝘷𝘦𝘳𝘦𝘥 𝘦𝘹𝘢𝘤𝘵𝘭𝘺 𝘵𝘩𝘢𝘵.” 🗨 “𝘐𝘵’𝘴 𝘵𝘩𝘦 𝘴𝘮𝘢𝘭𝘭 𝘵𝘩𝘪𝘯𝘨𝘴—𝘭𝘪𝘬𝘦 𝘤𝘭𝘦𝘢𝘳 𝘥𝘰𝘤𝘶𝘮𝘦𝘯𝘵𝘢𝘵𝘪𝘰𝘯 𝘢𝘯𝘥 𝘩𝘢𝘯𝘥𝘪𝘯𝘨 𝘰𝘷𝘦𝘳 𝘢 𝘤𝘭𝘦𝘢𝘯 𝘈𝘗𝘐—𝘵𝘩𝘢𝘵 𝘮𝘢𝘥𝘦 𝘵𝘩𝘦 𝘥𝘪𝘧𝘧𝘦𝘳𝘦𝘯𝘤𝘦 𝘧𝘰𝘳 𝘶𝘴. 𝘕𝘰𝘵 𝘫𝘶𝘴𝘵 𝘴𝘮𝘢𝘳𝘵 𝘮𝘰𝘥𝘦𝘭𝘴, 𝘣𝘶𝘵 𝘶𝘴𝘢𝘣𝘭𝘦 𝘰𝘯𝘦𝘴.” Check out my portfolio for detailed case studies, dashboards, and end-to-end ML systems in action. If you’re ready to transform data into outcomes, let’s talk. I am available around the clock. I’d love to learn more about your project. Best Regards, Umer