I'm Sandeep, leading AI-powered products at Amazon that serve 40M+ transactions globally. I focus on where ML becomes the product loop, not just a feature, demand forecasting and recommendation systems that compress weeks into hours.
Before Amazon I founded a B2B analytics firm in London. I've spent 16 years moving from software engineer to founder to product manager, building data infrastructure and ML systems that scale. IMD MBA.
Ask me about ML product strategy, building at platform scale, and when not to use a model.
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