AI models are black boxes, so how do we ensure their reliability? How do we design AI systems differently compared with others? When I built my first AI model in 2015, the most well-known library, TensorFlow, was not open source. Google made TensorFlow open source on November 19, 2015. Since then, with the advent of…
How do you architect a product after getting ideas? How do you develop an architecture for an AI product that ensures reliability, explainability, and trustworthiness? How do you go beyond applying LLMs in an AI product? In the previous lesson, we learned the steps to initiate good product development that delivers value to customers. One…
In the previous lesson, we learned the importance of being an AI Generalist in today’s industries and how an AI Generalist can successfully develop AI products. In this lesson, we learn about the product development lifecycle. It starts with initialising the product from idea to release. Here, I have listed the steps of the product…
Why is the demand for AI Generalists growing to develop successful AI products? How do you develop scaled, reliable and trustworthy AI products and ship them to production? An AI Generalist knows three things: business, process, and AI. To explain why an AI Generalist is essential to building successful products, let me share an example.…
Artificial intelligence has moved from buzzword to boardroom priority across Indian industries. From manufacturing floors in Pune to fintech startups in Bengaluru, companies are no longer asking whether to adopt AI — they’re asking how fast they can do it well. Where AI Is Making the Biggest Impact Customer service: AI-powered chatbots and voice assistants…
How does a SCRUM team inspect and adapt?
Case studies of SCRUM
Product Owner vs Project Manager
What is Agile Manifesto?
How to calculate Burn-down and Burn-up Charts and Velocity?