{"product_id":"machine-learning-to-gen-ai-agents","title":"Machine Learning to Gen AI Agents","description":"\u003cp\u003eAuthor : Prashant Kumar\u003c\/p\u003e\n\u003cp\u003eThis book began as notes to myself.\u003cbr\u003eThree years ago, I started learning machine learning at my kitchen table in Calgary after my family had gone to sleep. I had spent over fifteen years building enterprise systems at Accenture in SAP security and compliance. AI was reshaping everything, and I wanted to understand it properly — not just the buzzwords. So I started writing things down in my own words: the analogy that clicked, the example that made an abstract idea concrete, the story I could explain to a colleague over coffee.\u003cbr\u003eThose notes grew. Through the Advanced Programme in AI for Leaders at IIM Calcutta — live classes at three in the morning from Calgary — and through building a pharmaceutical research AI copilot in production, every lesson went into those notes. One evening my wife saw the stack. \"Why don't you turn this into a book?\" I looked at the notes and realized they already were one.\u003cbr\u003eA note on currency. I once spent weeks studying sigmoid activation functions — only to find the field had moved on to SwiGLU and ReLU variants. Tutorials were broken, libraries deprecated, APIs changed. This book covers only what is current and relevant today. Older concepts appear only to build intuition — never as a recommendation. Your time is too valuable to spend on what the field has already left behind.\u003cbr\u003eWhat this book is. Concepts first, always. No code. No equations. Stories and analogies that make machine learning intuitive — for leaders making AI decisions, architects designing systems, and practitioners who want the full picture without a mathematics background. Every framework, tool, and technique in these eighteen chapters was deliberately chosen for relevance today — obsolete models, deprecated libraries, and superseded approaches were left out entirely. One continuous journey from foundations to the frontier. No dead ends.\u003cbr\u003eIt took three years of learning, building, and writing to produce these chapters. I hope they save you some of that time.\u003c\/p\u003e","brand":"Evincepub Publishing","offers":[{"title":"Default Title","offer_id":46704793419915,"sku":"bookE4126P","price":1100.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0696\/5320\/1035\/files\/1776927514.png?v=1776927589","url":"https:\/\/evincepubbooks.com\/products\/machine-learning-to-gen-ai-agents","provider":"Evincepub Publishing","version":"1.0","type":"link"}