AI Product Manager's Handbook | Data

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href="https://www.packtpub.com/en-sk/product/ai-product-managers-handbook-9781835882856" > <div class="header-countrypicker-body-country-flag"> <img src="/images/countries/slovakia.png" alt="country flag" loading="lazy" > <span>Slovakia</span> <div class="tick "> <img src="https://www.packtpub.com/rebuild/build/assets/tick-CxqPKpDp.svg" class="svg-icon icon icon-2" alt="Country selected" /> </div> </div> </a> <a class="header-countrypicker-body-country " href="https://www.packtpub.com/en-ca/product/ai-product-managers-handbook-9781835882856" > <div class="header-countrypicker-body-country-flag"> <img src="/images/countries/canada.png" alt="country flag" loading="lazy" > <span>Canada</span> <div class="tick "> <img src="https://www.packtpub.com/rebuild/build/assets/tick-CxqPKpDp.svg" class="svg-icon icon icon-2" alt="Country selected" /> </div> </div> </a> <a class="header-countrypicker-body-country " href="https://www.packtpub.com/en-br/product/ai-product-managers-handbook-9781835882856" > <div class="header-countrypicker-body-country-flag"> <img src="/images/countries/brazil.png" alt="country flag" loading="lazy" > <span>Brazil </span> <div class="tick "> <img src="https://www.packtpub.com/rebuild/build/assets/tick-CxqPKpDp.svg" class="svg-icon icon icon-2" alt="Country selected" /> </div> </div> </a> <a class="header-countrypicker-body-country " href="https://www.packtpub.com/en-sg/product/ai-product-managers-handbook-9781835882856" > <div class="header-countrypicker-body-country-flag"> <img src="/images/countries/singapore.png" alt="country flag" loading="lazy" > <span>Singapore </span> <div class="tick "> <img src="https://www.packtpub.com/rebuild/build/assets/tick-CxqPKpDp.svg" class="svg-icon icon icon-2" alt="Country selected" /> </div> </div> </a> <a class="header-countrypicker-body-country " href="https://www.packtpub.com/en-hu/product/ai-product-managers-handbook-9781835882856" > <div class="header-countrypicker-body-country-flag"> <img src="/images/countries/hungary.png" alt="country flag" loading="lazy" > <span>Hungary</span> <div class="tick "> <img src="https://www.packtpub.com/rebuild/build/assets/tick-CxqPKpDp.svg" class="svg-icon icon icon-2" alt="Country selected" /> </div> </div> </a> <a class="header-countrypicker-body-country " href="https://www.packtpub.com/en-ph/product/ai-product-managers-handbook-9781835882856" > <div class="header-countrypicker-body-country-flag"> <img src="/images/countries/philippines.png" alt="country flag" loading="lazy" > <span>Philippines </span> <div class="tick "> <img src="https://www.packtpub.com/rebuild/build/assets/tick-CxqPKpDp.svg" class="svg-icon icon icon-2" alt="Country selected" /> </div> </div> </a> <a class="header-countrypicker-body-country " href="https://www.packtpub.com/en-mx/product/ai-product-managers-handbook-9781835882856" > <div class="header-countrypicker-body-country-flag"> <img src="/images/countries/mexico.png" alt="country flag" loading="lazy" > <span>Mexico </span> <div class="tick "> <img src="https://www.packtpub.com/rebuild/build/assets/tick-CxqPKpDp.svg" class="svg-icon icon icon-2" alt="Country selected" /> </div> </div> </a> <a class="header-countrypicker-body-country " href="https://www.packtpub.com/en-th/product/ai-product-managers-handbook-9781835882856" > <div class="header-countrypicker-body-country-flag"> <img src="/images/countries/thailand.png" alt="country flag" loading="lazy" > <span>Thailand </span> <div class="tick "> <img src="https://www.packtpub.com/rebuild/build/assets/tick-CxqPKpDp.svg" class="svg-icon icon icon-2" alt="Country selected" /> </div> </div> </a> <a class="header-countrypicker-body-country " href="https://www.packtpub.com/en-ua/product/ai-product-managers-handbook-9781835882856" > <div class="header-countrypicker-body-country-flag"> <img src="/images/countries/ukraine.png" alt="country flag" loading="lazy" > <span>Ukraine</span> <div class="tick "> <img src="https://www.packtpub.com/rebuild/build/assets/tick-CxqPKpDp.svg" class="svg-icon icon icon-2" alt="Country selected" /> </div> </div> </a> <hr class="header-countrypicker-body-seprator"> <a class="header-countrypicker-body-country " href="https://www.packtpub.com/en-lu/product/ai-product-managers-handbook-9781835882856" > <div class="header-countrypicker-body-country-flag"> <img src="/images/countries/lux.png" alt="country flag" loading="lazy" > <span>Luxembourg</span> <div class="tick "> <img src="https://www.packtpub.com/rebuild/build/assets/tick-CxqPKpDp.svg" class="svg-icon icon icon-2" alt="Country selected" /> </div> </div> </a> <a class="header-countrypicker-body-country " href="https://www.packtpub.com/en-ee/product/ai-product-managers-handbook-9781835882856" > <div class="header-countrypicker-body-country-flag"> <img src="/images/countries/estonia.png" alt="country flag" loading="lazy" > <span>Estonia</span> <div class="tick "> <img src="https://www.packtpub.com/rebuild/build/assets/tick-CxqPKpDp.svg" class="svg-icon icon icon-2" alt="Country selected" /> </div> </div> </a> <a class="header-countrypicker-body-country " href="https://www.packtpub.com/en-lt/product/ai-product-managers-handbook-9781835882856" > <div class="header-countrypicker-body-country-flag"> <img src="/images/countries/lithuania.png" alt="country flag" loading="lazy" > <span>Lithuania</span> <div class="tick "> <img src="https://www.packtpub.com/rebuild/build/assets/tick-CxqPKpDp.svg" class="svg-icon icon icon-2" alt="Country selected" /> </div> </div> </a> <a class="header-countrypicker-body-country " href="https://www.packtpub.com/en-no/product/ai-product-managers-handbook-9781835882856" > <div class="header-countrypicker-body-country-flag"> <img src="/images/countries/norway.png" alt="country flag" loading="lazy" > <span>Norway </span> <div class="tick "> <img src="https://www.packtpub.com/rebuild/build/assets/tick-CxqPKpDp.svg" class="svg-icon icon icon-2" alt="Country selected" /> </div> </div> </a> <a class="header-countrypicker-body-country " href="https://www.packtpub.com/en-cl/product/ai-product-managers-handbook-9781835882856" > <div class="header-countrypicker-body-country-flag"> <img src="/images/countries/chile.png" alt="country flag" loading="lazy" > <span>Chile </span> <div class="tick "> <img src="https://www.packtpub.com/rebuild/build/assets/tick-CxqPKpDp.svg" class="svg-icon icon icon-2" alt="Country selected" /> </div> </div> </a> <a class="header-countrypicker-body-country " href="https://www.packtpub.com/en-us/product/ai-product-managers-handbook-9781835882856" > <div class="header-countrypicker-body-country-flag"> <img src="/images/countries/us.png" alt="country flag" loading="lazy" > <span>United States</span> <div class="tick "> <img src="https://www.packtpub.com/rebuild/build/assets/tick-CxqPKpDp.svg" class="svg-icon icon icon-2" alt="Country selected" /> </div> </div> </a> <a class="header-countrypicker-body-country " href="https://www.packtpub.com/en-gb/product/ai-product-managers-handbook-9781835882856" > <div class="header-countrypicker-body-country-flag"> <img src="/images/countries/gb.png" alt="country flag" loading="lazy" > <span>Great Britain</span> <div class="tick "> <img src="https://www.packtpub.com/rebuild/build/assets/tick-CxqPKpDp.svg" class="svg-icon icon icon-2" alt="Country selected" /> </div> </div> </a> <a class="header-countrypicker-body-country " href="https://www.packtpub.com/en-in/product/ai-product-managers-handbook-9781835882856" > <div class="header-countrypicker-body-country-flag"> <img src="/images/countries/india.png" alt="country flag" loading="lazy" > <span>India</span> <div class="tick "> <img src="https://www.packtpub.com/rebuild/build/assets/tick-CxqPKpDp.svg" class="svg-icon icon icon-2" alt="Country selected" /> </div> </div> </a> <a class="header-countrypicker-body-country " href="https://www.packtpub.com/en-es/product/ai-product-managers-handbook-9781835882856" > <div class="header-countrypicker-body-country-flag"> <img src="/images/countries/spain.png" alt="country flag" loading="lazy" > <span>Spain</span> <div class="tick "> <img src="https://www.packtpub.com/rebuild/build/assets/tick-CxqPKpDp.svg" class="svg-icon icon icon-2" alt="Country selected" /> </div> </div> </a> <a class="header-countrypicker-body-country " href="https://www.packtpub.com/en-kr/product/ai-product-managers-handbook-9781835882856" > <div class="header-countrypicker-body-country-flag"> <img src="/images/countries/southkorea.png" alt="country flag" loading="lazy" > <span>South Korea </span> <div class="tick "> <img src="https://www.packtpub.com/rebuild/build/assets/tick-CxqPKpDp.svg" class="svg-icon icon icon-2" alt="Country selected" /> </div> </div> </a> <a class="header-countrypicker-body-country " href="https://www.packtpub.com/en-ec/product/ai-product-managers-handbook-9781835882856" > <div class="header-countrypicker-body-country-flag"> <img src="/images/countries/ecuador.png" alt="country flag" loading="lazy" > <span>Ecuador </span> <div class="tick "> <img src="https://www.packtpub.com/rebuild/build/assets/tick-CxqPKpDp.svg" class="svg-icon icon icon-2" alt="Country selected" /> </div> </div> </a> <a class="header-countrypicker-body-country " href="https://www.packtpub.com/en-co/product/ai-product-managers-handbook-9781835882856" > <div class="header-countrypicker-body-country-flag"> <img src="/images/countries/colombia.png" alt="country flag" loading="lazy" > <span>Colombia </span> <div class="tick "> <img src="https://www.packtpub.com/rebuild/build/assets/tick-CxqPKpDp.svg" class="svg-icon icon icon-2" alt="Country selected" /> </div> </div> </a> <a class="header-countrypicker-body-country " href="https://www.packtpub.com/en-tw/product/ai-product-managers-handbook-9781835882856" > <div class="header-countrypicker-body-country-flag"> <img src="/images/countries/taiwan.png" alt="country flag" loading="lazy" > <span>Taiwan </span> <div class="tick "> <img src="https://www.packtpub.com/rebuild/build/assets/tick-CxqPKpDp.svg" class="svg-icon icon icon-2" alt="Country selected" /> </div> </div> </a> <a class="header-countrypicker-body-country " href="https://www.packtpub.com/en-ch/product/ai-product-managers-handbook-9781835882856" > <div class="header-countrypicker-body-country-flag"> <img src="/images/countries/switzerland.png" alt="country flag" loading="lazy" > <span>Switzerland </span> <div class="tick "> <img src="https://www.packtpub.com/rebuild/build/assets/tick-CxqPKpDp.svg" class="svg-icon icon icon-2" alt="Country selected" /> </div> </div> </a> <a class="header-countrypicker-body-country " href="https://www.packtpub.com/en-id/product/ai-product-managers-handbook-9781835882856" > <div class="header-countrypicker-body-country-flag"> <img src="/images/countries/indonesia.png" alt="country flag" loading="lazy" > <span>Indonesia</span> <div class="tick "> <img src="https://www.packtpub.com/rebuild/build/assets/tick-CxqPKpDp.svg" class="svg-icon icon icon-2" alt="Country selected" /> </div> </div> </a> <a class="header-countrypicker-body-country " href="https://www.packtpub.com/en-cy/product/ai-product-managers-handbook-9781835882856" > <div class="header-countrypicker-body-country-flag"> <img src="/images/countries/cyprus.png" alt="country flag" loading="lazy" > <span>Cyprus</span> <div class="tick "> <img src="https://www.packtpub.com/rebuild/build/assets/tick-CxqPKpDp.svg" class="svg-icon icon icon-2" alt="Country selected" /> </div> </div> </a> <a class="header-countrypicker-body-country " href="https://www.packtpub.com/en-dk/product/ai-product-managers-handbook-9781835882856" > <div class="header-countrypicker-body-country-flag"> <img src="/images/countries/denmark.png" alt="country flag" loading="lazy" > <span>Denmark</span> <div class="tick "> <img src="https://www.packtpub.com/rebuild/build/assets/tick-CxqPKpDp.svg" class="svg-icon icon icon-2" alt="Country selected" /> </div> </div> </a> <a class="header-countrypicker-body-country active" href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882856" > <div class="header-countrypicker-body-country-flag"> <img src="/images/countries/finland.png" alt="country flag" loading="lazy" > <span>Finland</span> <div class="tick "> <img src="https://www.packtpub.com/rebuild/build/assets/tick-CxqPKpDp.svg" class="svg-icon icon icon-2" alt="Country selected" /> </div> </div> </a> <a class="header-countrypicker-body-country " href="https://www.packtpub.com/en-pl/product/ai-product-managers-handbook-9781835882856" > <div class="header-countrypicker-body-country-flag"> <img src="/images/countries/poland.png" alt="country flag" loading="lazy" > <span>Poland</span> <div class="tick "> <img src="https://www.packtpub.com/rebuild/build/assets/tick-CxqPKpDp.svg" class="svg-icon icon icon-2" alt="Country selected" /> </div> </div> </a> <a class="header-countrypicker-body-country " href="https://www.packtpub.com/en-mt/product/ai-product-managers-handbook-9781835882856" > <div class="header-countrypicker-body-country-flag"> <img src="/images/countries/malta.png" alt="country flag" loading="lazy" > <span>Malta</span> <div class="tick "> <img src="https://www.packtpub.com/rebuild/build/assets/tick-CxqPKpDp.svg" class="svg-icon icon icon-2" alt="Country selected" /> </div> </div> </a> <a class="header-countrypicker-body-country " href="https://www.packtpub.com/en-cz/product/ai-product-managers-handbook-9781835882856" > <div class="header-countrypicker-body-country-flag"> <img src="/images/countries/czech.png" alt="country flag" loading="lazy" > <span>Czechia</span> <div class="tick "> <img src="https://www.packtpub.com/rebuild/build/assets/tick-CxqPKpDp.svg" class="svg-icon icon icon-2" alt="Country selected" /> </div> </div> </a> <a class="header-countrypicker-body-country " href="https://www.packtpub.com/en-nz/product/ai-product-managers-handbook-9781835882856" > <div class="header-countrypicker-body-country-flag"> <img src="/images/countries/newzealand.png" alt="country flag" loading="lazy" > <span>New Zealand </span> <div class="tick "> <img src="https://www.packtpub.com/rebuild/build/assets/tick-CxqPKpDp.svg" class="svg-icon icon icon-2" alt="Country selected" /> </div> </div> </a> <a class="header-countrypicker-body-country " href="https://www.packtpub.com/en-at/product/ai-product-managers-handbook-9781835882856" > <div class="header-countrypicker-body-country-flag"> <img src="/images/countries/austria.png" alt="country flag" loading="lazy" > <span>Austria</span> <div class="tick "> <img src="https://www.packtpub.com/rebuild/build/assets/tick-CxqPKpDp.svg" class="svg-icon icon icon-2" alt="Country selected" /> </div> </div> </a> <a class="header-countrypicker-body-country " href="https://www.packtpub.com/en-tr/product/ai-product-managers-handbook-9781835882856" > <div class="header-countrypicker-body-country-flag"> <img src="/images/countries/turkey.png" alt="country flag" loading="lazy" > <span>Turkey </span> <div class="tick "> <img src="https://www.packtpub.com/rebuild/build/assets/tick-CxqPKpDp.svg" class="svg-icon icon icon-2" alt="Country selected" /> </div> </div> </a> <a class="header-countrypicker-body-country " href="https://www.packtpub.com/en-fr/product/ai-product-managers-handbook-9781835882856" > <div class="header-countrypicker-body-country-flag"> <img src="/images/countries/france.png" alt="country flag" loading="lazy" > <span>France</span> <div class="tick "> <img src="https://www.packtpub.com/rebuild/build/assets/tick-CxqPKpDp.svg" class="svg-icon icon icon-2" alt="Country selected" /> </div> </div> </a> <a class="header-countrypicker-body-country " href="https://www.packtpub.com/en-se/product/ai-product-managers-handbook-9781835882856" > <div class="header-countrypicker-body-country-flag"> <img src="/images/countries/sweden.png" alt="country flag" loading="lazy" > <span>Sweden</span> <div class="tick "> <img src="https://www.packtpub.com/rebuild/build/assets/tick-CxqPKpDp.svg" class="svg-icon icon icon-2" alt="Country selected" /> </div> </div> </a> <a class="header-countrypicker-body-country " href="https://www.packtpub.com/en-it/product/ai-product-managers-handbook-9781835882856" > <div class="header-countrypicker-body-country-flag"> <img src="/images/countries/italy.png" alt="country flag" loading="lazy" > <span>Italy</span> <div class="tick "> <img src="https://www.packtpub.com/rebuild/build/assets/tick-CxqPKpDp.svg" class="svg-icon icon icon-2" alt="Country selected" /> </div> </div> </a> <a class="header-countrypicker-body-country " href="https://www.packtpub.com/en-eg/product/ai-product-managers-handbook-9781835882856" > <div class="header-countrypicker-body-country-flag"> <img src="/images/countries/egypt.png" alt="country flag" loading="lazy" > <span>Egypt </span> <div class="tick "> <img src="https://www.packtpub.com/rebuild/build/assets/tick-CxqPKpDp.svg" class="svg-icon icon icon-2" alt="Country selected" /> </div> </div> </a> <a class="header-countrypicker-body-country " href="https://www.packtpub.com/en-be/product/ai-product-managers-handbook-9781835882856" > <div class="header-countrypicker-body-country-flag"> <img src="/images/countries/belgium.png" alt="country flag" loading="lazy" > <span>Belgium</span> <div class="tick "> <img src="https://www.packtpub.com/rebuild/build/assets/tick-CxqPKpDp.svg" class="svg-icon icon icon-2" alt="Country selected" /> </div> </div> </a> <a class="header-countrypicker-body-country " href="https://www.packtpub.com/en-pt/product/ai-product-managers-handbook-9781835882856" > <div class="header-countrypicker-body-country-flag"> <img src="/images/countries/portugal.png" alt="country flag" loading="lazy" > <span>Portugal</span> <div class="tick "> <img src="https://www.packtpub.com/rebuild/build/assets/tick-CxqPKpDp.svg" class="svg-icon icon icon-2" alt="Country selected" /> </div> </div> </a> <a class="header-countrypicker-body-country " href="https://www.packtpub.com/en-si/product/ai-product-managers-handbook-9781835882856" > <div class="header-countrypicker-body-country-flag"> <img src="/images/countries/slovenia.png" alt="country flag" loading="lazy" > <span>Slovenia</span> <div class="tick "> <img src="https://www.packtpub.com/rebuild/build/assets/tick-CxqPKpDp.svg" class="svg-icon icon icon-2" alt="Country selected" /> </div> </div> </a> <a class="header-countrypicker-body-country " href="https://www.packtpub.com/en-ie/product/ai-product-managers-handbook-9781835882856" > <div class="header-countrypicker-body-country-flag"> <img src="/images/countries/ireland.png" alt="country flag" loading="lazy" > <span>Ireland</span> <div class="tick "> <img src="https://www.packtpub.com/rebuild/build/assets/tick-CxqPKpDp.svg" class="svg-icon icon icon-2" alt="Country selected" /> </div> </div> </a> <a class="header-countrypicker-body-country " href="https://www.packtpub.com/en-ro/product/ai-product-managers-handbook-9781835882856" > <div class="header-countrypicker-body-country-flag"> <img src="/images/countries/romania.png" alt="country flag" loading="lazy" > <span>Romania</span> <div class="tick "> <img src="https://www.packtpub.com/rebuild/build/assets/tick-CxqPKpDp.svg" class="svg-icon icon icon-2" alt="Country selected" /> </div> </div> </a> <a class="header-countrypicker-body-country " 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class="svg-icon icon icon-4" alt="Table of content icon" /> <span class="tabs-label">View table of contents</span> </a> <span class="tabs" data-dialog-open="book-preview-dialog"> <img src="https://www.packtpub.com/rebuild/build/assets/preview-book-BPvv3-VS.svg" class="svg-icon icon-4" alt="Preview book icon" /> <span class="tabs-label"> Preview Book </span> </span> <dialog id="book-preview-dialog" class="dialog dialog-product-preview"> <div class="content"> <img src="https://www.packtpub.com/rebuild/build/assets/close-BX_BCJyJ.svg" class="icon icon-4" title="Close" data-dialog-close="book-preview-dialog" /> <div class="content-body"> <div class="slider-container text-transform-none" data-slider-container="product-preview-slider"> <div class="slider-container-title"> <h2>AI Product Manager's Handbook</h2> </div> <div class="slider-container-items reader-section-content"> <div class="slider-item " data-slider-item=1> <?xml encoding="utf-8" ?><div class="epub-source"> <h1 id="_idParaDest-14" class="chapterTitle">Understanding the Infrastructure and Tools for Building AI Products </h1> <div id="_idContainer027" class="Basic-Text-Frame"> <p class="normal">The frontier of <strong class="keyWord">artificial intelligence</strong> (<strong class="keyWord">AI</strong>) products<a id="_idIndexMarker000"></a> seems a lot like our universe: ever-expanding. That rate of expansion is increasing with every passing year as we go deeper into a new way to conceptualize the products, organizations, and industries we’re all a part of. Laying a solid foundation is an essential part of understanding this transformation, which is our goal with this book. Since virtually every aspect of our lives is expected to be impacted in some way by AI, we hope you will come out of this experience more confident about what AI adoption will look like for the products you support or hope to build someday.</p> <p class="normal"><em class="italic">Part 1</em> of this book will serve as an overview of the lay of the land. We will cover terms, infrastructure, types of AI algorithms, and products done well, and by the end of this part, you will understand the various considerations when attempting to build an AI strategy, whether...</p></div></div> </div> <div class="slider-item d-none " data-slider-item=2> <?xml encoding="utf-8" ?><div class="epub-source"> <section id="join-our-book-community-on-discord" class="level2" data-number="2.1"> <h1 data-number="2.1">Join our book community on Discord</h1> <p> <img loading="lazy" src="https://static.packt-cdn.com/products/9781835882849/graphics/media/file0.png" style="width:10rem;"> </p> <p><a href="https://packt.link/EarlyAccess/" target="_blank">https://packt.link/EarlyAccess/</a></p> <p>Laying a solid foundation is an essential part of understanding anything, and the frontier of <strong>artificial intelligence</strong> (<strong>AI</strong>) products seems a lot like our universe: ever-expanding. That rate of expansion is increasing with every passing year as we go deeper into a new way to conceptualize products, organizations, and the industries we’re all a part of. Virtually every aspect of our lives will be impacted in some way by AI and we hope those reading will come out of this experience more confident about what AI adoption will look like for the products they support or hope to build someday.</p> <p><em>Part 1</em> of this book will serve as an overview of the lay of the land. We will cover terms, infrastructure, types of AI algorithms, and products done well, and by the end of this section, you will understand the various considerations when attempting to build an AI strategy, whether you’re looking to create a native-AI product...</p></section></div> </div> <div class="slider-item d-none " data-slider-item=3> <?xml encoding="utf-8" ?><div class="epub-source"> <section id="definitions-what-is-and-is-not-ai" class="level2" data-number="2.2"> <h1 data-number="2.2">Definitions – what is and is not AI</h1> <p>In 1950, a mathematician and world war II war hero Alan Turing asked a simple question in his paper <em>Computing Machinery and Intelligence</em> – <em>Can machines think?</em>. Today, we’re still grappling with that same question. Depending on who you ask, AI can be many things. Many maps exist out there on the internet, from expert systems used in healthcare and finance to facial recognition to natural language processing to regression models. As we continue with this chapter, we will cover many of the facets of AI that apply to products emerging in the market.</p> <p>For the purposes of applied AI in products across industries, in this book, we will focus primarily on ML and <strong>deep learning</strong> (<strong>DL</strong>) models used in various capacities because these are often used in production anywhere AI is referenced in any marketing capacity. We will use AI/ML as a blanket term covering a span of ML applications and we will cover the major areas most people would consider...</p></section></div> </div> <div class="slider-item d-none " data-slider-item=4> <?xml encoding="utf-8" ?><div class="epub-source"> <section id="ml-versus-dl-understanding-the-difference" class="level2" data-number="2.3"> <h1 data-number="2.3">ML versus DL – understanding the difference</h1> <p>As a product manager, you’re going to need to build a lot of trust with your technical counterparts so that, together, you can build an amazing product that works as well as it can technically. If you’re reading this book, you’ve likely come across the phrase ML and DL. We will use the following sections titled <em>ML</em> and <em>DL</em> to go over some of the basics but keep in mind that we will be elaborating on these concepts further down in <em>Chapter 3</em>.</p> <section id="ml" class="level3" data-number="2.3.1"> <h2 data-number="2.3.1">ML</h2> <p>In its basic form, <strong>ML</strong> is made up of two essential components: <em>the models used</em> and <em>the training data it’s learning from</em>. These data are historical data points that effectively teach machines a baseline foundation from which to learn, and every time you retrain the models, the models are theoretically improving. How the models are chosen, built, tuned, and maintained for optimized performance is the work of data scientists and ML engineers. Using this knowledge of performance...</p></section></section></div> </div> <div class="slider-item d-none " data-slider-item=5> <?xml encoding="utf-8" ?><div class="epub-source"> <section id="learning-types-in-ml" class="level2" data-number="2.4"> <h1 data-number="2.4">Learning types in ML</h1> <p>In this section, we will cover the differences between supervised, unsupervised, semi-supervised, and reinforcement learning and how all these learning types can be applied. Again, the learning type has to do with whether or not you’re labeling the data and the method you’re using to reward the models you’ve used for good performance. The ultimate objective is to understand what kind of learning model gets you the kind of performance and explainability you’re going to need when considering whether or not to use it in your product.</p> <section id="supervised-learning" class="level3" data-number="2.4.1"> <h2 data-number="2.4.1">Supervised learning</h2> <p>If humans are labeling the data and the machine is looking to also correctly label current or future data points, it’s supervised learning. Because we humans know the answer the machines are trying to arrive at, we can see how off they are from finding the correct answer, and we continue this process of training the models and retraining them until we find a level of accuracy that we...</p></section></section></div> </div> <div class="slider-item d-none " data-slider-item=6> <?xml encoding="utf-8" ?><div class="epub-source"> <section id="llms-nlp-gans-and-how-they-relate-to-machine-learning-and-generative-ai" class="level2" data-number="2.5"> <h1 data-number="2.5">LLMs, NLP, GANs and how they relate to machine learning and generative AI</h1> <p>Just as “AI” is an umbrella term, “generative AI” follows suit. As you might have inferred from the its naming, generative AI is an area of AI that’s all about generating new content whether that’s text, an image or even code. The machine learning models that power generative AI are creating outputs that closely resemble the training data they learn from.</p> <p>When you think of generative AI, I want you to primarily think of advanced deep learning models that are grouped into two categories: GANs and <strong>large language models</strong> (<strong>LLMs</strong>). GANs are adversarial neural networks that are primarily used for image generation. You can think of them as two neural networks fighting each other for the “best” or “most correct” image. LLMs are neural networks that have been trained on terabytes of data. So much data, in fact, that it’s almost prohibitively expensive...</p></section></div> </div> <div class="slider-item d-none " data-slider-item=7> <?xml encoding="utf-8" ?><div class="epub-source"> <section id="the-order-what-is-the-optimal-flow-and-where-does-every-part-of-the-process-live" class="level2" data-number="2.6"> <h1 data-number="2.6">The order – what is the optimal flow and where does every part of the process live?</h1> <p>Companies interested in creating value with AI/ML have a lot to gain compared to their more hesitant competitors. According to McKinsey Global Institute, “<em>Companies that fully absorb AI in their value-producing workflows by 2025 will dominate the 2030 world economy with +120% cash flow growth.</em>” The undertaking of embracing AI and productionizing it – whether in your product or for internal purposes – is complex, technical debt-heavy, and expensive. Once your models and use cases are chosen, making that happen in production becomes a difficult program to manage and this is a process many companies will struggle with as we see companies in industries other than tech starting to take on the challenge of embracing AI. Operationalizing the process, updating the models, keeping the data fresh and clean, and organizing experiments, as well as validating, testing, and the storage...</p></section></div> </div> <div class="slider-item d-none " data-slider-item=8> <?xml encoding="utf-8" ?><div class="epub-source"> <section id="managing-projects-iaas" class="level2" data-number="2.7"> <h1 data-number="2.7">Managing projects – IaaS</h1> <p>If you’re looking to create an AI/ML system in your organization, you’ll have to think about it as its own ecosystem that you’ll need to constantly maintain. This is why you see MLOps and AIOps working in conjunction with DevOps teams. Increasingly so, we will start to see managed services and <strong>infrastructure-as-a-service</strong> (<strong>IaaS</strong>) offerings coming out more and more. There has been a shift in the industry toward companies such as Determined AI and Google’s AI platform pipeline tools to meet the needs of the market. At the heart of this need is the desire to ease some of the burdens from companies left scratching their heads as they begin to take on the mammoth task of getting started with an AI system.</p> <p>Just as DevOps teams became popular with at-scale software development, the result of decades of mistakes, we will see something similar with MLOps and AIOps. Developing a solution and putting it into operation are two different key...</p></section></div> </div> <div class="slider-item d-none " data-slider-item=9> <?xml encoding="utf-8" ?><div class="epub-source"> <section id="deployment-strategies-what-do-we-do-with-these-outputs" class="level2" data-number="2.8"> <h1 data-number="2.8">Deployment strategies – what do we do with these outputs?</h1> <p>Once you’re happy with the models you’ve chosen (including their performance and error rate), you’ve got a good level of infrastructure to support your product and chosen AI model’s use case; you’re ready to go to the last step of the process and deploy this code into production. Keeping up with a deployment strategy that works for your product and organization will be part of the continuous maintenance we’ve outlined in the previous section. You’ll need to think about things such as how often you’ll need to retrain your models and refresh your training data to prevent model decay and data drift. You’ll also need a system for continuously monitoring your model’s performance so this process will be really specific to your product and business, particularly because these periods of retraining will require some downtime for your system.</p> <p>Deployment is going...</p></section></div> </div> <div class="slider-item d-none " data-slider-item=10> <?xml encoding="utf-8" ?><div class="epub-source"> <section id="succeeding-in-ai-how-well-managed-ai-companies-do-infrastructure-right" class="level2" data-number="2.9"> <h1 data-number="2.9">Succeeding in AI – how well-managed AI companies do infrastructure right</h1> <p>It’s indicative of the complexity of ML systems that many large technology companies that depend heavily on ML have dedicated teams and platforms that focus on building, training, deploying, and maintaining ML models. The following are a few examples of options you can take when building an ML/AI program:</p> <ul> <li><strong>Databricks has MLflow</strong>: MLflow is an open source platform developed by Databricks to help manage the complete ML life cycle for enterprises. It allows you to run experiences and work with any library, framework, or language. The main benefits are experiment tracking (so you can see how your models are doing between experiments), model management (to manage all versions of your model between teammates), and model deployment (to have a quick view of deployment in view in the tool).</li> <li><strong>Google has TensorFlow Extended (TFX)</strong>: This is Google’s newest product built on TensorFlow and it’s an end...</li></ul></section></div> </div> <div class="slider-item d-none " data-slider-item=11> </div> <div class="slider-item d-none " data-slider-item=12> </div> <div class="slider-item d-none " data-slider-item=13> </div> <div class="slider-item d-none " data-slider-item=14> </div> <div class="slider-item d-none " data-slider-item=15> </div> <div class="slider-item d-none " data-slider-item=16> </div> </div> <div class="slider-container-navigation"> <img src="https://www.packtpub.com/rebuild/build/assets/carousel-arrow-left-DKeTWfdp.svg" class="svg-icon nav-arrow slider-left-arrow" width="35" height="24" alt="Left arrow icon" /> <h2 class="content-footer-title">Page <span class="slider-current-item">1</span> of 16 </h2> <img src="https://www.packtpub.com/rebuild/build/assets/carousel-arrow-right-YQh-CI_o.svg" class="svg-icon nav-arrow slider-right-arrow" width="35" height="24" alt="Right arrow icon" /> </div> </div> </div> </div> </dialog> </div> <section class="product-book-content-details"> <span> <h2 class="content-header h5 mb-2">Key benefits</h2> <ul class="content-text mb-2" > <li> Chart a successful career path in the AI product management field  </li> <li> Packed with real-world examples, practical insights, and actionable strategies </li> <li> Navigate the complexities of AI product development and evolve your existing products  </li> </ul> </span> <span> <h2 class="content-header h5 mb-2">Description</h2> <div class="content-text mb-2">This book will provide you with a detailed roadmap for successfully building, maintaining, and evolving artificial intelligence (AI)-driven products, serving as an indispensable companion on your journey to becoming an effective AI PM. We'll explore the AI landscape, demystify complex terms, and walk you through infrastructure, algorithms, and deployment strategies. You’ll master essential skills to understand the optimal flow of AI processes, learn about the product development life cycle from ideation to deployment, and familiarize yourself with commonly used model development techniques. We'll discuss the intricacies of building products natively with AI, as well as evolving traditional software product to AI products. Regardless of your use case, we’ll show you how you can craft compelling stories to captivate your audience. We'll help you find the right balance between foundational product design elements and the unique aspects of managing AI products, so you can prioritize wisely. We’ll also explore career considerations for AI PMs. By the end of this book, you will understand the importance of AI integration and be able to explore emerging AI/ML models like Generative AI and LLMs. You’ll discover open-source capabilities and best practices for ideating, building, and deploying AI products across verticals.</div> </span> <span> <h2 class="content-header h5 mb-2">Who is this book for?</h2> <div class="content-text mb-2">This book is for aspiring and experienced product managers, as well as other professionals interested in incorporating AI into their products. Foundational knowledge of AI is expected and reinforced. If you are looking to better understand machine learning principles and data science methodologies, you will benefit from this book, particularly if you’re in a role where the application of AI/ML directly influences marketing outcomes and business strategies.</div> </span> <span> <h2 class="content-header h5 mb-2">What you will learn</h2> <ul class="content-text mb-2" > <li> Plan your AI PM roadmap and navigate your career with clarity and confidence </li> <li> Gain a foundational understanding of AI/ML capabilities </li> <li> Align your product strategy, nurture your team, and navigate the ongoing challenges of cost, tech, compliance, and risk management </li> <li> Identify pitfalls and green flags for optimal commercialization </li> <li> Separate hype from reality and identify quick wins for AI enablement and GenAI </li> <li> Understand how to develop and manage both native and evolving AI products </li> <li> Benchmark product 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href="https://www.packtpub.com/checkout/subscription/packt-subscription-18-months-special-offer?freeTrial" class="rebuild-btn rebuild-btn-primary"> START FREE TRIAL </a> </div> <div class="rebuild-btn-container text-center"> <a href="https://www.packtpub.com/checkout/subscription/packt-subscription-18-months-special-offer" class="rebuild-btn btn-primary rebuild-btn-outline"> BUY NOW </a> </div> </div> </div> </div> </div> </div> </div> </div> <div class="container pt-2 pb-2" id="tocBlock"> <div class="packt-accordion" data-single-open="false" data-parent-class= > <div class="packt-accordion-title"> <h2>Table of Contents</h2> <span>25 Chapters</span> </div> <div class="packt-accordion-header" role="button" data-collapse="false" > <span class="">Part 1: Lay of the Land – Terms, Infrastructure, Types of AI, and Products Done Well</span> <span class="packt-accordion-subheader "> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-down-grey-D1AYdVO8.svg" class="svg-icon icon icon-4" alt="Chevron down icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-up-grey-CJySprCs.svg" class="svg-icon icon icon-4 d-none" alt="Chevron up icon" /> </span> </div> <div class="packt-accordion-collapse scrollbar isOpen" > <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/part-1-lay-of-the-land-terms-infrastructure-types-of-ai-and-products-done-well-1/section/part-1-lay-of-the-land-terms-infrastructure-types-of-ai-and-products-done-well-ch01lvl1sec01" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Part 1: Lay of the Land – Terms, Infrastructure, Types of AI, and Products Done Well </div> </a> </div> <div class="packt-accordion-header" role="button" data-collapse="false" > <span class="">Understanding the Infrastructure and Tools for Building AI Products</span> <span class="packt-accordion-subheader "> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-down-grey-D1AYdVO8.svg" class="svg-icon icon icon-4" alt="Chevron down icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-up-grey-CJySprCs.svg" class="svg-icon icon icon-4 d-none" alt="Chevron up icon" /> </span> </div> <div class="packt-accordion-collapse scrollbar isOpen" > <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/understanding-the-infrastructure-and-tools-for-building-ai-products-2/section/understanding-the-infrastructure-and-tools-for-building-ai-products-ch02lvl1sec02" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Understanding the Infrastructure and Tools for Building AI Products </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/understanding-the-infrastructure-and-tools-for-building-ai-products-2/section/definitions-what-ai-is-and-is-not-ch02lvl1sec03" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Definitions – what AI is and is not </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/understanding-the-infrastructure-and-tools-for-building-ai-products-2/section/introducing-ml-and-dl-ch02lvl1sec04" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Introducing ML and DL </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/understanding-the-infrastructure-and-tools-for-building-ai-products-2/section/ml-versus-dl-understanding-the-difference-ch02lvl1sec05" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> ML versus DL – understanding the difference </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/understanding-the-infrastructure-and-tools-for-building-ai-products-2/section/learning-paradigms-in-ml-ch02lvl1sec06" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Learning paradigms in ML </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/understanding-the-infrastructure-and-tools-for-building-ai-products-2/section/llms-nlp-gans-and-generative-ai-ch02lvl1sec07" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> LLMs, NLP, GANs, and generative AI </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/understanding-the-infrastructure-and-tools-for-building-ai-products-2/section/succeeding-in-ai-how-well-managed-ai-companies-do-infrastructure-right-ch02lvl1sec08" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Succeeding in AI – how well-managed AI companies do infrastructure right </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/understanding-the-infrastructure-and-tools-for-building-ai-products-2/section/the-order-what-is-the-optimal-flow-and-where-does-every-part-of-the-process-live-ch02lvl1sec09" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> The order – what is the optimal flow and where does every part of the process live? </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/understanding-the-infrastructure-and-tools-for-building-ai-products-2/section/storing-and-managing-data-ch02lvl1sec10" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Storing and managing data </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/understanding-the-infrastructure-and-tools-for-building-ai-products-2/section/managing-projects-iaas-ch02lvl1sec11" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Managing projects – IaaS </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/understanding-the-infrastructure-and-tools-for-building-ai-products-2/section/deployment-strategies-what-do-we-do-with-these-outputs-ch02lvl1sec12" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Deployment strategies – what do we do with these outputs? </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/understanding-the-infrastructure-and-tools-for-building-ai-products-2/section/the-promise-of-ai-where-is-ai-taking-us-ch02lvl1sec13" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> The promise of AI – where is AI taking us? </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/understanding-the-infrastructure-and-tools-for-building-ai-products-2/section/summary-ch02lvl1sec14" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Summary </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/understanding-the-infrastructure-and-tools-for-building-ai-products-2/section/additional-resources-ch02lvl1sec15" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Additional resources </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/understanding-the-infrastructure-and-tools-for-building-ai-products-2/section/references-ch02lvl1sec16" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> References </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/understanding-the-infrastructure-and-tools-for-building-ai-products-2/section/join-us-on-discord-ch02lvl1sec17" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Join us on Discord </div> </a> </div> <div class="packt-accordion-header" role="button" data-collapse="false" > <span class="">Model Development and Maintenance for AI Products</span> <span class="packt-accordion-subheader "> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-down-grey-D1AYdVO8.svg" class="svg-icon icon icon-4" alt="Chevron down icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-up-grey-CJySprCs.svg" class="svg-icon icon icon-4 d-none" alt="Chevron up icon" /> </span> </div> <div class="packt-accordion-collapse scrollbar isOpen" > <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/model-development-and-maintenance-for-ai-products-3/section/model-development-and-maintenance-for-ai-products-ch03lvl1sec18" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Model Development and Maintenance for AI Products </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/model-development-and-maintenance-for-ai-products-3/section/understanding-the-stages-of-npd-ch03lvl1sec19" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Understanding the stages of NPD </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/model-development-and-maintenance-for-ai-products-3/section/model-types-from-linear-regression-to-neural-networks-ch03lvl1sec20" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Model types – from linear regression to neural networks </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/model-development-and-maintenance-for-ai-products-3/section/okrs-ch03lvl1sec21" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> OKRs </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/model-development-and-maintenance-for-ai-products-3/section/training-when-is-a-model-ready-for-market-ch03lvl1sec22" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Training – when is a model ready for market? </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/model-development-and-maintenance-for-ai-products-3/section/deployment-what-happens-after-training-ch03lvl1sec23" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Deployment – what happens after training? </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/model-development-and-maintenance-for-ai-products-3/section/testing-and-troubleshooting-ch03lvl1sec24" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Testing and troubleshooting </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/model-development-and-maintenance-for-ai-products-3/section/ethical-retraining-the-ethics-of-how-often-we-update-our-models-ch03lvl1sec25" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Ethical retraining – the ethics of how often we update our models </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/model-development-and-maintenance-for-ai-products-3/section/summary-ch03lvl1sec26" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Summary </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/model-development-and-maintenance-for-ai-products-3/section/additional-resources-ch03lvl1sec27" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Additional resources </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/model-development-and-maintenance-for-ai-products-3/section/references-ch03lvl1sec28" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> References </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/model-development-and-maintenance-for-ai-products-3/section/join-us-on-discord-ch03lvl1sec29" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Join us on Discord </div> </a> </div> <div class="packt-accordion-header" role="button" data-collapse="false" > <span class="">Deep Learning Deep Dive</span> <span class="packt-accordion-subheader "> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-down-grey-D1AYdVO8.svg" class="svg-icon icon icon-4" alt="Chevron down icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-up-grey-CJySprCs.svg" class="svg-icon icon icon-4 d-none" alt="Chevron up icon" /> </span> </div> <div class="packt-accordion-collapse scrollbar isOpen" > <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/deep-learning-deep-dive-4/section/deep-learning-deep-dive-ch04lvl1sec30" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Deep Learning Deep Dive </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/deep-learning-deep-dive-4/section/types-of-neural-networks-ch04lvl1sec31" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Types of neural networks </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/deep-learning-deep-dive-4/section/case-study-ch04lvl1sec32" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Case study </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/deep-learning-deep-dive-4/section/exploring-generative-ai-models-ch04lvl1sec33" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Exploring generative AI models </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/deep-learning-deep-dive-4/section/emerging-technologies-ancillary-and-related-tech-ch04lvl1sec34" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Emerging technologies – ancillary and related tech </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/deep-learning-deep-dive-4/section/explainability-optimizing-for-ethics-caveats-and-responsibility-ch04lvl1sec35" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Explainability – optimizing for ethics, caveats, and responsibility </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/deep-learning-deep-dive-4/section/guidelines-for-success-ch04lvl1sec36" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Guidelines for success </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/deep-learning-deep-dive-4/section/summary-ch04lvl1sec37" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Summary </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/deep-learning-deep-dive-4/section/references-ch04lvl1sec38" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> References </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/deep-learning-deep-dive-4/section/leave-a-review-ch04lvl1sec39" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Leave a Review! </div> </a> </div> <div class="packt-accordion-header" role="button" data-collapse="false" > <span class="">Commercializing AI Products</span> <span class="packt-accordion-subheader "> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-down-grey-D1AYdVO8.svg" class="svg-icon icon icon-4" alt="Chevron down icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-up-grey-CJySprCs.svg" class="svg-icon icon icon-4 d-none" alt="Chevron up icon" /> </span> </div> <div class="packt-accordion-collapse scrollbar isOpen" > <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/commercializing-ai-products-5/section/commercializing-ai-products-ch05lvl1sec40" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Commercializing AI Products </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/commercializing-ai-products-5/section/the-professionals-examples-of-b2b-products-done-right-ch05lvl1sec41" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> The professionals – examples of B2B products done right </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/commercializing-ai-products-5/section/the-artists-examples-of-b2c-products-done-right-ch05lvl1sec42" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> The artists – examples of B2C products done right </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/commercializing-ai-products-5/section/the-pioneers-examples-of-blue-ocean-products-ch05lvl1sec43" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> The pioneers – examples of blue ocean products </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/commercializing-ai-products-5/section/the-rebels-examples-of-red-ocean-products-ch05lvl1sec44" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> The rebels – examples of red ocean products </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/commercializing-ai-products-5/section/the-goats-examples-of-differentiated-disruptive-and-dominant-strategy-products-ch05lvl1sec45" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> The GOATs – examples of differentiated disruptive and dominant strategy products </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/commercializing-ai-products-5/section/summary-ch05lvl1sec46" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Summary </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/commercializing-ai-products-5/section/references-ch05lvl1sec47" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> References </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/commercializing-ai-products-5/section/join-us-on-discord-ch05lvl1sec48" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Join us on Discord </div> </a> </div> <div class="packt-accordion-header" role="button" data-collapse="false" > <span class="">AI Transformation and Its Impact on Product Management</span> <span class="packt-accordion-subheader "> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-down-grey-D1AYdVO8.svg" class="svg-icon icon icon-4" alt="Chevron down icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-up-grey-CJySprCs.svg" class="svg-icon icon icon-4 d-none" alt="Chevron up icon" /> </span> </div> <div class="packt-accordion-collapse scrollbar isOpen" > <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/ai-transformation-and-its-impact-on-product-management-6/section/ai-transformation-and-its-impact-on-product-management-ch06lvl1sec49" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> AI Transformation and Its Impact on Product Management </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/ai-transformation-and-its-impact-on-product-management-6/section/money-and-value-how-ai-could-revolutionize-our-economic-systems-ch06lvl1sec50" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Money and value – how AI could revolutionize our economic systems </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/ai-transformation-and-its-impact-on-product-management-6/section/sickness-and-health-the-benefits-of-ai-and-nanotech-across-healthcare-ch06lvl1sec51" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Sickness and health – the benefits of AI and nanotech across healthcare </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/ai-transformation-and-its-impact-on-product-management-6/section/goods-and-services-growth-in-commercial-applications-ch06lvl1sec52" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Goods and services – growth in commercial applications </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/ai-transformation-and-its-impact-on-product-management-6/section/government-and-autonomy-how-ai-will-shape-our-borders-and-freedom-ch06lvl1sec53" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Government and autonomy – how AI will shape our borders and freedom </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/ai-transformation-and-its-impact-on-product-management-6/section/basic-needs-ai-for-good-ch06lvl1sec54" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Basic needs – AI for Good </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/ai-transformation-and-its-impact-on-product-management-6/section/summary-ch06lvl1sec55" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Summary </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/ai-transformation-and-its-impact-on-product-management-6/section/additional-resources-ch06lvl1sec56" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Additional resources </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/ai-transformation-and-its-impact-on-product-management-6/section/references-ch06lvl1sec57" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> References </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/ai-transformation-and-its-impact-on-product-management-6/section/join-us-on-discord-ch06lvl1sec58" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Join us on Discord </div> </a> </div> <div class="packt-accordion-header" role="button" data-collapse="false" > <span class="">Part 2: Building an AI-Native Product</span> <span class="packt-accordion-subheader "> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-down-grey-D1AYdVO8.svg" class="svg-icon icon icon-4" alt="Chevron down icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-up-grey-CJySprCs.svg" class="svg-icon icon icon-4 d-none" alt="Chevron up icon" /> </span> </div> <div class="packt-accordion-collapse scrollbar isOpen" > <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/part-2-building-an-ai-native-product-7/section/part-2-building-an-ai-native-product-ch07lvl1sec59" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Part 2: Building an AI-Native Product </div> </a> </div> <div class="packt-accordion-header" role="button" data-collapse="false" > <span class="">Understanding the AI-Native Product</span> <span class="packt-accordion-subheader "> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-down-grey-D1AYdVO8.svg" class="svg-icon icon icon-4" alt="Chevron down icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-up-grey-CJySprCs.svg" class="svg-icon icon icon-4 d-none" alt="Chevron up icon" /> </span> </div> <div class="packt-accordion-collapse scrollbar isOpen" > <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/understanding-the-ai-native-product-8/section/understanding-the-ai-native-product-ch08lvl1sec60" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Understanding the AI-Native Product </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/understanding-the-ai-native-product-8/section/stages-of-ai-product-development-ch08lvl1sec61" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Stages of AI product development </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/understanding-the-ai-native-product-8/section/aiml-product-dream-team-ch08lvl1sec62" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> AI/ML product dream team </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/understanding-the-ai-native-product-8/section/investing-in-your-tech-stack-ch08lvl1sec63" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Investing in your tech stack </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/understanding-the-ai-native-product-8/section/productizing-ai-powered-outputs-how-ai-product-management-is-different-ch08lvl1sec64" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Productizing AI-powered outputs – how AI product management is different </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/understanding-the-ai-native-product-8/section/ai-customization-ch08lvl1sec65" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> AI customization </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/understanding-the-ai-native-product-8/section/selling-ai-product-management-as-a-higher-octave-of-sales-ch08lvl1sec66" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Selling AI – product management as a higher octave of sales </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/understanding-the-ai-native-product-8/section/case-study-ch08lvl1sec67" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Case study </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/understanding-the-ai-native-product-8/section/summary-ch08lvl1sec68" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Summary </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/understanding-the-ai-native-product-8/section/references-ch08lvl1sec69" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> References </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/understanding-the-ai-native-product-8/section/join-us-on-discord-ch08lvl1sec70" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Join us on Discord </div> </a> </div> <div class="packt-accordion-header" role="button" data-collapse="false" > <span class="">Productizing the ML Service</span> <span class="packt-accordion-subheader "> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-down-grey-D1AYdVO8.svg" class="svg-icon icon icon-4" alt="Chevron down icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-up-grey-CJySprCs.svg" class="svg-icon icon icon-4 d-none" alt="Chevron up icon" /> </span> </div> <div class="packt-accordion-collapse scrollbar isOpen" > <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/productizing-the-ml-service-9/section/productizing-the-ml-service-ch09lvl1sec71" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Productizing the ML Service </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/productizing-the-ml-service-9/section/basics-of-productizing-ch09lvl1sec72" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Basics of productizing </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/productizing-the-ml-service-9/section/ai-versus-traditional-software-product-management-ch09lvl1sec73" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> AI versus traditional software product management </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/productizing-the-ml-service-9/section/b2b-versus-b2c-productizing-business-models-ch09lvl1sec74" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> B2B versus B2C – productizing business models </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/productizing-the-ml-service-9/section/using-aiopsmlops-ch09lvl1sec75" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Using AIOps/MLOps </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/productizing-the-ml-service-9/section/case-study-ch09lvl1sec76" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Case study </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/productizing-the-ml-service-9/section/summary-ch09lvl1sec77" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Summary </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/productizing-the-ml-service-9/section/references-ch09lvl1sec78" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> References </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/productizing-the-ml-service-9/section/leave-a-review-ch09lvl1sec79" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Leave a Review! </div> </a> </div> <div class="packt-accordion-header" role="button" data-collapse="false" > <span class="">Customization for Verticals, Customers, and Peer Groups</span> <span class="packt-accordion-subheader "> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-down-grey-D1AYdVO8.svg" class="svg-icon icon icon-4" alt="Chevron down icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-up-grey-CJySprCs.svg" class="svg-icon icon icon-4 d-none" alt="Chevron up icon" /> </span> </div> <div class="packt-accordion-collapse scrollbar isOpen" > <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/customization-for-verticals-customers-and-peer-groups-10/section/customization-for-verticals-customers-and-peer-groups-ch10lvl1sec80" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Customization for Verticals, Customers, and Peer Groups </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/customization-for-verticals-customers-and-peer-groups-10/section/domains-orienting-ai-toward-specific-areas-ch10lvl1sec81" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Domains – orienting AI toward specific areas </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/customization-for-verticals-customers-and-peer-groups-10/section/verticals-examination-of-some-key-domains-ch10lvl1sec82" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Verticals – examination of some key domains </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/customization-for-verticals-customers-and-peer-groups-10/section/thought-leadership-learning-from-peer-groups-ch10lvl1sec83" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Thought leadership – learning from peer groups </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/customization-for-verticals-customers-and-peer-groups-10/section/case-study-ch10lvl1sec84" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Case Study </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/customization-for-verticals-customers-and-peer-groups-10/section/summary-ch10lvl1sec85" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Summary </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/customization-for-verticals-customers-and-peer-groups-10/section/references-ch10lvl1sec86" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> References </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/customization-for-verticals-customers-and-peer-groups-10/section/join-us-on-discord-ch10lvl1sec87" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Join us on Discord </div> </a> </div> <div class="packt-accordion-header" role="button" data-collapse="false" > <span class="">Product Design for the AI-Native Product</span> <span class="packt-accordion-subheader "> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-down-grey-D1AYdVO8.svg" class="svg-icon icon icon-4" alt="Chevron down icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-up-grey-CJySprCs.svg" class="svg-icon icon icon-4 d-none" alt="Chevron up icon" /> </span> </div> <div class="packt-accordion-collapse scrollbar isOpen" > <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/product-design-for-the-ai-native-product-11/section/product-design-for-the-ai-native-product-ch11lvl1sec88" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Product Design for the AI-Native Product </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/product-design-for-the-ai-native-product-11/section/product-design-elements-101-ch11lvl1sec89" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Product design elements 101 </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/product-design-for-the-ai-native-product-11/section/what-makes-the-ai-native-product-design-process-special-ch11lvl1sec90" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> What makes the AI-native product design process special? </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/product-design-for-the-ai-native-product-11/section/choosing-your-priorities-wisely-ch11lvl1sec91" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Choosing your priorities wisely </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/product-design-for-the-ai-native-product-11/section/whats-the-story-youre-telling-ch11lvl1sec92" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> What’s the story you’re telling? </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/product-design-for-the-ai-native-product-11/section/case-study-ch11lvl1sec93" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Case study </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/product-design-for-the-ai-native-product-11/section/summary-ch11lvl1sec94" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Summary </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/product-design-for-the-ai-native-product-11/section/references-ch11lvl1sec95" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> References </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/product-design-for-the-ai-native-product-11/section/leave-a-review-ch11lvl1sec96" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Leave a Review! </div> </a> </div> <div class="packt-accordion-header" role="button" data-collapse="false" > <span class="">Benchmarking Performance, Growth Hacking, and Cost</span> <span class="packt-accordion-subheader "> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-down-grey-D1AYdVO8.svg" class="svg-icon icon icon-4" alt="Chevron down icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-up-grey-CJySprCs.svg" class="svg-icon icon icon-4 d-none" alt="Chevron up icon" /> </span> </div> <div class="packt-accordion-collapse scrollbar isOpen" > <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/benchmarking-performance-growth-hacking-and-cost-12/section/benchmarking-performance-growth-hacking-and-cost-ch12lvl1sec97" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Benchmarking Performance, Growth Hacking, and Cost </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/benchmarking-performance-growth-hacking-and-cost-12/section/value-metrics-a-guide-to-north-star-metrics-kpis-and-okrs-ch12lvl1sec98" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Value metrics – a guide to north star metrics, KPIs and OKRs </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/benchmarking-performance-growth-hacking-and-cost-12/section/hacking-product-led-growth-ch12lvl1sec99" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Hacking – product-led growth </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/benchmarking-performance-growth-hacking-and-cost-12/section/the-tech-stack-early-signals-ch12lvl1sec00" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> The tech stack – early signals </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/benchmarking-performance-growth-hacking-and-cost-12/section/managing-costs-and-pricing-ai-is-expensive-ch12lvl1sec01" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Managing costs and pricing – AI is expensive </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/benchmarking-performance-growth-hacking-and-cost-12/section/case-study-ch12lvl1sec02" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Case study </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/benchmarking-performance-growth-hacking-and-cost-12/section/summary-ch12lvl1sec03" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Summary </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/benchmarking-performance-growth-hacking-and-cost-12/section/references-ch12lvl1sec04" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> References </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/benchmarking-performance-growth-hacking-and-cost-12/section/join-us-on-discord-ch12lvl1sec05" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Join us on Discord </div> </a> </div> <div class="packt-accordion-header" role="button" data-collapse="false" > <span class="">Managing the AI-Native Product</span> <span class="packt-accordion-subheader "> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-down-grey-D1AYdVO8.svg" class="svg-icon icon icon-4" alt="Chevron down icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-up-grey-CJySprCs.svg" class="svg-icon icon icon-4 d-none" alt="Chevron up icon" /> </span> </div> <div class="packt-accordion-collapse scrollbar isOpen" > <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/managing-the-ai-native-product-13/section/managing-the-ai-native-product-ch13lvl1sec06" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Managing the AI-Native Product </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/managing-the-ai-native-product-13/section/the-head-managing-alignment-ch13lvl1sec07" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> The head – Managing alignment </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/managing-the-ai-native-product-13/section/the-heart-managing-people-and-values-ch13lvl1sec08" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> The heart – Managing people and values </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/managing-the-ai-native-product-13/section/the-guts-managing-the-rest-ch13lvl1sec09" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> The guts – Managing the rest </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/managing-the-ai-native-product-13/section/case-study-ch13lvl1sec10" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Case study </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/managing-the-ai-native-product-13/section/summary-ch13lvl1sec11" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Summary </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/managing-the-ai-native-product-13/section/references-ch13lvl1sec12" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> References </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/managing-the-ai-native-product-13/section/join-us-on-discord-ch13lvl1sec13" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Join us on Discord </div> </a> </div> <div class="packt-accordion-header" role="button" data-collapse="false" > <span class="">Part 3: Integrating AI into Existing Traditional Software Products</span> <span class="packt-accordion-subheader "> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-down-grey-D1AYdVO8.svg" class="svg-icon icon icon-4" alt="Chevron down icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-up-grey-CJySprCs.svg" class="svg-icon icon icon-4 d-none" alt="Chevron up icon" /> </span> </div> <div class="packt-accordion-collapse scrollbar isOpen" > <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/part-3-integrating-ai-into-existing-traditional-software-products-14/section/part-3-integrating-ai-into-existing-traditional-software-products-ch14lvl1sec14" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Part 3: Integrating AI into Existing Traditional Software Products </div> </a> </div> <div class="packt-accordion-header" role="button" data-collapse="false" > <span class="">The Rising Tide of AI</span> <span class="packt-accordion-subheader "> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-down-grey-D1AYdVO8.svg" class="svg-icon icon icon-4" alt="Chevron down icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-up-grey-CJySprCs.svg" class="svg-icon icon icon-4 d-none" alt="Chevron up icon" /> </span> </div> <div class="packt-accordion-collapse scrollbar isOpen" > <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/the-rising-tide-of-ai-15/section/the-rising-tide-of-ai-ch15lvl1sec15" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> The Rising Tide of AI </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/the-rising-tide-of-ai-15/section/evolve-or-die-when-change-is-the-only-constant-ch15lvl1sec16" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Evolve or die – when change is the only constant </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/the-rising-tide-of-ai-15/section/changes-in-the-fourth-industrial-revolution-ch15lvl1sec17" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Changes in the Fourth Industrial Revolution </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/the-rising-tide-of-ai-15/section/fear-is-not-the-answer-there-is-more-to-gain-than-lose-or-spend-ch15lvl1sec18" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Fear is not the answer – there is more to gain than lose (or spend) </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/the-rising-tide-of-ai-15/section/anticipating-potential-risks-ch15lvl1sec19" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Anticipating potential risks </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/the-rising-tide-of-ai-15/section/how-llms-are-evolving-and-the-rise-of-open-source-llm-capabilities-ch15lvl1sec20" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> How LLMs are evolving and the rise of open source LLM capabilities </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/the-rising-tide-of-ai-15/section/case-study-ch15lvl1sec21" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Case study </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/the-rising-tide-of-ai-15/section/summary-ch15lvl1sec22" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Summary </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/the-rising-tide-of-ai-15/section/references-ch15lvl1sec23" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> References </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/the-rising-tide-of-ai-15/section/join-us-on-discord-ch15lvl1sec24" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Join us on Discord </div> </a> </div> <div class="packt-accordion-header" role="button" data-collapse="false" > <span class="">Trends and Insights Across Industry</span> <span class="packt-accordion-subheader "> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-down-grey-D1AYdVO8.svg" class="svg-icon icon icon-4" alt="Chevron down icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-up-grey-CJySprCs.svg" class="svg-icon icon icon-4 d-none" alt="Chevron up icon" /> </span> </div> <div class="packt-accordion-collapse scrollbar isOpen" > <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/trends-and-insights-across-industry-16/section/trends-and-insights-across-industry-ch16lvl1sec25" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Trends and Insights Across Industry </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/trends-and-insights-across-industry-16/section/highest-growth-areas-for-ai-integration-ch16lvl1sec26" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Highest growth areas for AI integration </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/trends-and-insights-across-industry-16/section/low-hanging-fruit-quickest-wins-for-ai-enablement-ch16lvl1sec27" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Low-hanging fruit – quickest wins for AI enablement </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/trends-and-insights-across-industry-16/section/riding-the-genai-wave-ch16lvl1sec28" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Riding the GenAI wave </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/trends-and-insights-across-industry-16/section/summary-ch16lvl1sec29" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Summary </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/trends-and-insights-across-industry-16/section/references-ch16lvl1sec30" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> References </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/trends-and-insights-across-industry-16/section/join-us-on-discord-ch16lvl1sec31" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Join us on Discord </div> </a> </div> <div class="packt-accordion-header" role="button" data-collapse="false" > <span class="">Evolving Products into AI Products</span> <span class="packt-accordion-subheader "> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-down-grey-D1AYdVO8.svg" class="svg-icon icon icon-4" alt="Chevron down icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-up-grey-CJySprCs.svg" class="svg-icon icon icon-4 d-none" alt="Chevron up icon" /> </span> </div> <div class="packt-accordion-collapse scrollbar isOpen" > <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/evolving-products-into-ai-products-17/section/evolving-products-into-ai-products-ch17lvl1sec32" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Evolving Products into AI Products </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/evolving-products-into-ai-products-17/section/ideation-whats-possible-whats-desirable-and-whats-probable-ch17lvl1sec33" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Ideation – what’s possible, what’s desirable, and what’s probable </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/evolving-products-into-ai-products-17/section/case-study-ch17lvl1sec34" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Case study </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/evolving-products-into-ai-products-17/section/data-management-the-bloodstream-of-the-company-ch17lvl1sec35" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Data management – the bloodstream of the company </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/evolving-products-into-ai-products-17/section/competition-love-your-enemies-ch17lvl1sec36" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Competition – love your enemies </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/evolving-products-into-ai-products-17/section/product-strategy-building-a-blueprint-that-works-for-everyone-ch17lvl1sec37" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Product strategy – building a blueprint that works for everyone </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/evolving-products-into-ai-products-17/section/red-flags-and-green-flags-what-to-look-for-and-watch-out-for-ch17lvl1sec38" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Red flags and green flags – what to look for and watch out for </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/evolving-products-into-ai-products-17/section/summary-ch17lvl1sec39" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Summary </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/evolving-products-into-ai-products-17/section/additional-resources-ch17lvl1sec40" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Additional resources </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/evolving-products-into-ai-products-17/section/join-us-on-discord-ch17lvl1sec41" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Join us on Discord </div> </a> </div> <div class="packt-accordion-header" role="button" data-collapse="false" > <span class="">The Role of AI Product Design</span> <span class="packt-accordion-subheader "> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-down-grey-D1AYdVO8.svg" class="svg-icon icon icon-4" alt="Chevron down icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-up-grey-CJySprCs.svg" class="svg-icon icon icon-4 d-none" alt="Chevron up icon" /> </span> </div> <div class="packt-accordion-collapse scrollbar isOpen" > <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/the-role-of-ai-product-design-18/section/the-role-of-ai-product-design-ch18lvl1sec42" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> The Role of AI Product Design </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/the-role-of-ai-product-design-18/section/the-evolution-of-product-design-ch18lvl1sec43" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> The evolution of product design </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/the-role-of-ai-product-design-18/section/expansion-what-makes-the-evolved-ai-product-special-ch18lvl1sec44" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Expansion: What makes the evolved AI product special? </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/the-role-of-ai-product-design-18/section/choosing-your-words-carefully-ch18lvl1sec45" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Choosing your words carefully </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/the-role-of-ai-product-design-18/section/building-with-trust-and-security-ch18lvl1sec46" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Building with trust and security </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/the-role-of-ai-product-design-18/section/case-study-ch18lvl1sec47" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Case study </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/the-role-of-ai-product-design-18/section/summary-ch18lvl1sec48" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Summary </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/the-role-of-ai-product-design-18/section/references-ch18lvl1sec49" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> References </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/the-role-of-ai-product-design-18/section/leave-a-review-ch18lvl1sec50" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Leave a Review! </div> </a> </div> <div class="packt-accordion-header" role="button" data-collapse="false" > <span class="">Managing the Evolving AI Product</span> <span class="packt-accordion-subheader "> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-down-grey-D1AYdVO8.svg" class="svg-icon icon icon-4" alt="Chevron down icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-up-grey-CJySprCs.svg" class="svg-icon icon icon-4 d-none" alt="Chevron up icon" /> </span> </div> <div class="packt-accordion-collapse scrollbar isOpen" > <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/managing-the-evolving-ai-product-19/section/managing-the-evolving-ai-product-ch19lvl1sec51" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Managing the Evolving AI Product </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/managing-the-evolving-ai-product-19/section/the-head-managing-alignment-ch19lvl1sec52" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> The head – managing alignment </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/managing-the-evolving-ai-product-19/section/the-heart-managing-the-people-and-values-ch19lvl1sec53" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> The heart – managing the people and values </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/managing-the-evolving-ai-product-19/section/the-guts-managing-data-infrastructure-and-ongoing-maintenance-ch19lvl1sec54" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> The guts – managing data, infrastructure, and ongoing maintenance </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/managing-the-evolving-ai-product-19/section/case-study-ch19lvl1sec55" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Case study </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/managing-the-evolving-ai-product-19/section/summary-ch19lvl1sec56" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Summary </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/managing-the-evolving-ai-product-19/section/join-us-on-discord-ch19lvl1sec57" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Join us on Discord </div> </a> </div> <div class="packt-accordion-header" role="button" data-collapse="false" > <span class="">Part 4: Managing the AI PM Career</span> <span class="packt-accordion-subheader "> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-down-grey-D1AYdVO8.svg" class="svg-icon icon icon-4" alt="Chevron down icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-up-grey-CJySprCs.svg" class="svg-icon icon icon-4 d-none" alt="Chevron up icon" /> </span> </div> <div class="packt-accordion-collapse scrollbar isOpen" > <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/part-4-managing-the-ai-pm-career-20/section/part-4-managing-the-ai-pm-career-ch20lvl1sec58" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Part 4: Managing the AI PM Career </div> </a> </div> <div class="packt-accordion-header" role="button" data-collapse="false" > <span class="">Starting a Career as an AI PM</span> <span class="packt-accordion-subheader "> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-down-grey-D1AYdVO8.svg" class="svg-icon icon icon-4" alt="Chevron down icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-up-grey-CJySprCs.svg" class="svg-icon icon icon-4 d-none" alt="Chevron up icon" /> </span> </div> <div class="packt-accordion-collapse scrollbar isOpen" > <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/starting-a-career-as-an-ai-pm-21/section/starting-a-career-as-an-ai-pm-ch21lvl1sec59" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Starting a Career as an AI PM </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/starting-a-career-as-an-ai-pm-21/section/bolstering-your-knowledge-in-theory-and-practice-ch21lvl1sec60" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Bolstering your knowledge in theory and practice </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/starting-a-career-as-an-ai-pm-21/section/what-an-ai-pm-looks-like-today-ch21lvl1sec61" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> What an AI PM looks like today </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/starting-a-career-as-an-ai-pm-21/section/the-importance-of-communities-ch21lvl1sec62" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> The importance of communities </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/starting-a-career-as-an-ai-pm-21/section/choosing-your-ai-pm-specialization-ch21lvl1sec63" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Choosing your AI PM specialization </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/starting-a-career-as-an-ai-pm-21/section/case-study-ch21lvl1sec64" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Case study </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/starting-a-career-as-an-ai-pm-21/section/summary-ch21lvl1sec65" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Summary </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/starting-a-career-as-an-ai-pm-21/section/references-ch21lvl1sec66" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> References </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/starting-a-career-as-an-ai-pm-21/section/join-us-on-discord-ch21lvl1sec67" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Join us on Discord </div> </a> </div> <div class="packt-accordion-header" role="button" data-collapse="false" > <span class="">What Does It Mean to Be a Good AI PM?</span> <span class="packt-accordion-subheader "> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-down-grey-D1AYdVO8.svg" class="svg-icon icon icon-4" alt="Chevron down icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-up-grey-CJySprCs.svg" class="svg-icon icon icon-4 d-none" alt="Chevron up icon" /> </span> </div> <div class="packt-accordion-collapse scrollbar isOpen" > <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/what-does-it-mean-to-be-a-good-ai-pm-22/section/what-does-it-mean-to-be-a-good-ai-pm-ch22lvl1sec68" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> What Does It Mean to Be a Good AI PM? </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/what-does-it-mean-to-be-a-good-ai-pm-22/section/a-job-family-of-many-hats-ch22lvl1sec69" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> A job family of many hats </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/what-does-it-mean-to-be-a-good-ai-pm-22/section/the-ai-whisperer-and-the-role-of-communicating-accessibly-ch22lvl1sec70" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> The AI whisperer and the role of communicating accessibly </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/what-does-it-mean-to-be-a-good-ai-pm-22/section/common-challenges-and-opportunities-as-youre-leveling-up-in-your-career-ch22lvl1sec71" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Common challenges and opportunities as you’re leveling up in your career </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/what-does-it-mean-to-be-a-good-ai-pm-22/section/the-importance-of-self-care-ch22lvl1sec72" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> The importance of self-care </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/what-does-it-mean-to-be-a-good-ai-pm-22/section/case-study-ch22lvl1sec73" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Case study </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/what-does-it-mean-to-be-a-good-ai-pm-22/section/summary-ch22lvl1sec74" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Summary </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/what-does-it-mean-to-be-a-good-ai-pm-22/section/leave-a-review-ch22lvl1sec75" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Leave a Review! </div> </a> </div> <div class="packt-accordion-header" role="button" data-collapse="false" > <span class="">Maturing and Growing as an AI PM</span> <span class="packt-accordion-subheader "> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-down-grey-D1AYdVO8.svg" class="svg-icon icon icon-4" alt="Chevron down icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-up-grey-CJySprCs.svg" class="svg-icon icon icon-4 d-none" alt="Chevron up icon" /> </span> </div> <div class="packt-accordion-collapse scrollbar isOpen" > <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/maturing-and-growing-as-an-ai-pm-23/section/maturing-and-growing-as-an-ai-pm-ch23lvl1sec76" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Maturing and Growing as an AI PM </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/maturing-and-growing-as-an-ai-pm-23/section/projecting-whats-your-ideal-ai-pm-roadmap-ch23lvl1sec77" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Projecting – what’s your ideal AI PM roadmap? </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/maturing-and-growing-as-an-ai-pm-23/section/learning-staying-informed-and-inspired-ch23lvl1sec78" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Learning – staying informed and inspired </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/maturing-and-growing-as-an-ai-pm-23/section/networking-deepening-your-involvement-with-the-professional-community-ch23lvl1sec79" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Networking – deepening your involvement with the professional community </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/maturing-and-growing-as-an-ai-pm-23/section/growing-the-student-becomes-the-teacher-ch23lvl1sec80" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Growing – the student becomes the teacher </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/maturing-and-growing-as-an-ai-pm-23/section/whats-next-the-world-is-our-oyster-ch23lvl1sec81" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> What’s next? The world is our oyster </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/maturing-and-growing-as-an-ai-pm-23/section/case-study-ch23lvl1sec82" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Case study </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/maturing-and-growing-as-an-ai-pm-23/section/summary-ch23lvl1sec83" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Summary </div> </a> <a href="https://www.packtpub.com/en-fi/product/ai-product-managers-handbook-9781835882849/chapter/maturing-and-growing-as-an-ai-pm-23/section/leave-a-review-ch23lvl1sec84" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div 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data-analytics-item-title="LLM Engineer's Handbook" data-analytics-item-category="Data" data-analytics-item-language="Python" data-analytics-item-framework="AWS" data-analytics-item-concept="Artificial Intelligence" data-analytics-item-publication-year="2024" data-analytics-item-quantity="1" data-analytics-item-index="0" data-analytics-item-format="Paperback" data-analytics-item-price="54.99" data-analytics-item-discount="0" > ADD TO CART </button> </div> </div> </div> </div> </div> </div> </div> <img src="https://www.packtpub.com/rebuild/build/assets/carousel-arrow-right-YQh-CI_o.svg" class="svg-icon carousel-body-arrow carousel-body-arrow-right " width="35" height="24" alt="Right arrow icon" /> </div> </div> </div> <section class="container bg-light pt-2 pb-2"> <div class="carousel"> <div class="carousel-header"> <div class="carousel-header-left"> <h2 class="carousel-header-left-title">About the author</h2> </div> </div> <div class="carousel-body"> <div class="carousel-body-items" 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She has a bachelor's in economics and international relations from Simmons University. After completing various MOOCs in data science and big data analytics, she completed a data science apprentice program with Thinkful. Before joining IWBI, Irene worked as an operations analyst at Tesla, a data scientist at Gesture, a data product manager at Beekin, and head of product at Tenacity. Irene volunteers as NYC chapter co-lead for Women in Data, has coordinated various AI accelerators, moderated countless events with a speaker series with Women in AI called WaiTalk, and runs a monthly book club focused on data and AI books. </div> <span role="button" class="read-more d-none" data-toggle-ellipsis data-read-more="true"> Read more </span> </div> </div> <a class="author-link" href="https://www.packtpub.com/authors/irene-bratsis"> See other products by Irene Bratsis </a> </div> </div> </div> </div> </div> </div> </section> <div class="pb-1"> <section class="product-freetrial-banner"> <div class="product-freetrial-banner-content"> Get <span>free</span> access to Packt library with over <span> 7500+ books and video courses for 7 days! </span> </div> <a href="https://www.packtpub.com/checkout-subscription/monthly-packt-subscription-vz22?freeTrial=true" class="rebuild-btn rebuild-btn-dark ctr-button"> Start Free Trial </a> </section> </div> <div class="container pb-4"> <div class="packt-accordion" data-single-open="false" data-parent-class= > <div class="packt-accordion-title"> <h2>FAQs</h2> </div> <div class="packt-accordion-header" role="button" data-collapse="false" > <span>How do I buy and download an eBook?</span> <span class="packt-accordion-subheader "> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-down-grey-D1AYdVO8.svg" class="svg-icon icon icon-4" alt="Chevron down icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-up-grey-CJySprCs.svg" class="svg-icon icon icon-4 d-none" alt="Chevron up icon" /> </span> </div> <div class="packt-accordion-collapse scrollbar " > <div class="pl-2" ><p>Where there is an eBook version of a title available, you can buy it from the book details for that title. 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