Speaking & workshops
I run practical workshops and talks on agentic AI, LLM systems and the machine learning that underpins them, for universities, developer communities and engineering teams. Every session is built around labs, so participants leave having built something, not just having seen slides.
Latest workshop
A hands-on Machine Learning, Deep Learning & Deployment workshop
A hands-on workshop for faculty and research scholars at VIT Chennai, taking a model from data preparation and training all the way to a working deployment.
Topics
Designing agents that plan, use tools and work together, with human-in-the-loop checkpoints.
Connecting models to real data and APIs through the Model Context Protocol and function calling.
Hybrid search, reranking, knowledge graphs and grounded answers with citations.
LoRA and QLoRA, distillation and running efficient open models on your own hardware.
Eval suites, LLM-as-judge, tracing and monitoring, so every change is measured.
Hallucination controls, prompt-injection defences and responsible-AI practices for production.
Format
We agree the goals, level and length first, so the content fits faculty, students or engineers.
Short explanations followed by guided labs, with everyone working on their own machine.
Labs build on each other into one project participants can take back to their work.
Invite me
Workshops, faculty development programmes and guest lectures, shaped around your audience and goals.
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