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Leonard Kipchumba

@leonardkipchumba

Message

AI/ML engineer building scalable, production-ready machine learning systems.

Kenya

Message

What I'm looking for

I seek a role building and deploying production ML systems in collaborative, Agile teams where I can lead MLOps, improve model lifecycle, and deliver measurable business impact.

I am a results-driven AI and ML engineer focused on developing end-to-end machine learning solutions that solve real-world problems. I translate business requirements into technical specifications and deliver scalable AI systems that drive measurable impact.

I have designed and deployed multiple production systems, including an AI resume-screening API with 92% precision and real-time object detection for retail with an 85% mAP. I emphasize robust data preprocessing, model evaluation, and continuous monitoring.

My technical toolkit spans Python, TensorFlow, PyTorch, scikit-learn, Spark, Docker, Kubernetes, and cloud platforms (AWS, GCP, Azure). I build MLOps pipelines using MLflow/TensorFlow Serving and implement CI/CD for reliable model delivery.

I value pragmatic, data-driven engineering and collaboration in Agile teams, and I seek roles where I can architect reliable ML solutions, improve model lifecycle processes, and mentor others while driving business outcomes.

Experience

Work history, roles, and key accomplishments

AI / ML Engineer

Freelance

Developed end-to-end AI/ML solutions including NLP, computer vision, and predictive maintenance systems, achieving up to 92% precision and reducing manual processing time by 70%. Built scalable model deployment pipelines with CI/CD and monitoring for production reliability.