[{"_1":2,"_68":-5,"_69":-5},"loaderData",{"_3":4,"_38":39,"_66":-5,"_67":-5},"root",{"_5":-5,"_6":-5,"_7":8,"_22":23,"_24":25,"_26":27,"_30":31,"_36":37},"user","shoppingCartId","shoppingCart",{"_9":10,"_11":12,"_13":14,"_15":16,"_17":18,"_19":20,"_21":14},"id","no-cart","count",0,"free",true,"updatedAt","2026-02-15T08:11:11.865Z","paymentGateway","STRIPE","cartItems",[],"loading","locale","en","readerTheme","system","constants",{"_28":29},"paypalClientId","AX53Cwz8jR6rVVzzZiZNWWXl0dGagi-GZrjG-S3Ua14E5nrKMn7DxDQ730O4R8LusLPp49ALn6aRVaEy","publishers",{"_32":33,"_34":35},"companies",[],"universities",[],"needsLocaleCookieSync",false,"routes/_store+/_readers+/email_author.$slug/route",{"_40":41,"_65":-5},"book",{"_9":42,"_43":44,"_45":46,"_47":48,"_49":50,"_51":52},"Z2lkOi8vbGVhbnB1Yi9TdG9yZTo6Qm9va1Byb2R1Y3QvNzUwNzk","title","From Machine Learning to Agentic AI","state","published","contactAuthorMethod","email","aboutText","

From Machine Learning to Agentic AI is a complete guide to building production-ready agent systems—starting from first principles.

You'll progress through ML fundamentals, neural networks, and transformer architecture—the foundation of modern LLMs. Then you'll move beyond chatbots into true agency: tool use, multi-step reasoning, memory systems, and multi-agent orchestration.

But capability without reliability is dangerous. That's why this book goes deeper than tutorials. You'll learn the failure modes that most resources avoid: tool hallucination, context exhaustion, state drift, and when agents are the wrong tool entirely.

What you'll learn:

- Foundations: ML essentials, neural networks, transformers, tokenization, training

- LLMs: Modern architectures, APIs, prompt engineering, quantization

- Agency: Architecture patterns, tool use, planning, memory, multi-agent systems

- Production: Evaluation, observability, failure modes, deployment, governance

Most books show you how to build agents that work once. This book shows you how to build systems that survive production.

","authors",[53],{"_9":54,"_55":56,"_5":57},"Z2lkOi8vbGVhbnB1Yi9TdG9yZTo6UHJvZHVjdEF1dGhvci84MDQ0Mw","name","Yusef Ulum",{"_58":59},"avatar",{"_60":61,"_62":63,"_64":14},"url","https://d39qdlcrvnra4b.cloudfront.net/avatars/3654094/medium/yusef-ulum.jpeg?1768797728","styleName","medium","exists","currentUser","routes/_store+/_layout","routes/_store+/_readers+/_layout","actionData","errors"]

Email the Author