{"product_id":"mind-architect-how-we-build-data-people-and-meaning-a-systems-view-of-data-work-machine-learning-and-the-human-consequences-of-what-we-build-9798252538754","title":"Mind Architect: How We Build Data, People, and Meaning: A systems view of data work, machine learning, and the human consequences of what we build","description":"\u003cp\u003e • Author(s): Anastasiia Mykhailenko\u003cbr\u003e • Publisher: Independently Published\u003cbr\u003e • Publisher Imprint: Independently Published\u003cbr\u003e • BISAC: Business Ethics\u003c\/p\u003e\u003cp\u003eOrganizations seldom break at the point where code fails. Trouble usually starts earlier, in the incentives, assumptions, and habits that guide the system long before anyone calls it a technical problem. \u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cb\u003eMind Architect\u003c\/b\u003e is a nonfiction book about machine learning, data work, and the environments they create around people. Drawn from lived experience across academia, industry, research, production, leadership, and high-pressure operating environments, it follows the ways models, pipelines, organizations, and judgment act on one another over time. \u003cp\u003e\u003c\/p\u003eRather than offering step-by-step instruction, the book examines technical work at the level where incentives, power, trust, adaptation, and drift begin to shape real outcomes. \u003cp\u003e\u003c\/p\u003eInside this book, readers will explore: \u003cp\u003e\u003c\/p\u003e- why technically successful systems can still produce human failure\u003cbr\u003e- how optimization changes teams, behavior, and institutional judgment\u003cbr\u003e- where trust is built, eroded, or simulated inside data-driven environments\u003cbr\u003e- why drift is not only a model problem, but an organizational and moral one\u003cbr\u003e- how to think more clearly about responsibility in complex technical systems \u003cp\u003e\u003c\/p\u003e\u003cb\u003eMind Architect\u003c\/b\u003e is for experienced data professionals, ML practitioners, technical leaders, consultants, and systems-minded readers who already sense that technical correctness is not the whole story. \u003cp\u003e\u003c\/p\u003eIf you work with data, models, or decisions at scale, this book offers a sharper way to read the systems you are building, the norms they reinforce, and the pressures they quietly pass back into the organization.","brand":"Independently Published","offers":[{"title":"Paperback","offer_id":47776000770199,"sku":"9798252538754","price":1905.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9798252538754.webp?v=1777993697","url":"https:\/\/atlanticbooks.com\/products\/mind-architect-how-we-build-data-people-and-meaning-a-systems-view-of-data-work-machine-learning-and-the-human-consequences-of-what-we-build-9798252538754","provider":"Atlantic Books","version":"1.0","type":"link"}