{"product_id":"practical-ai-for-business-leaders-product-managers-and-entrepreneurs-1st-edition","title":"Practical AI for Business Leaders, Product Managers, and Entrepreneurs 1st Edition","description":"\u003cdiv class=\"a-fixed-left-grid\"\u003e\n\u003cdiv class=\"a-fixed-left-grid-inner\"\u003e\n\u003cdiv class=\"a-fixed-left-grid-col a-col-right\" id=\"ppdFixedGridRightColumn\"\u003e\n\u003cdiv data-cel-widget=\"bookDescription_feature_div\" data-csa-c-id=\"nfw2zl-6ccvkj-5gdra7-j567wk\" data-feature-name=\"bookDescription\" class=\"celwidget\" id=\"bookDescription_feature_div\"\u003e\n\u003cdiv class=\"a-expander-collapsed-height a-row a-expander-container a-spacing-base a-expander-partial-collapse-container\" data-a-expander-collapsed-height=\"140\" data-a-expander-name=\"book_description_expander\"\u003e\n\u003cdiv class=\"a-expander-content a-expander-partial-collapse-content\" aria-expanded=\"false\"\u003e\n\u003cdiv data-cel-widget=\"bookDescription_feature_div\" data-csa-c-id=\"di4wvo-hs8tg-eiykfp-idnsvi\" data-csa-c-is-in-initial-active-row=\"false\" data-csa-c-asin=\"0357716760\" data-csa-c-slot-id=\"bookDescription_feature_div\" data-csa-c-content-id=\"bookDescription\" data-csa-c-type=\"widget\" data-feature-name=\"bookDescription\" class=\"celwidget\" id=\"bookDescription_feature_div\"\u003e\n\u003cdiv class=\"a-expander-collapsed-height a-row a-expander-container a-spacing-base a-expander-partial-collapse-container\" data-a-expander-collapsed-height=\"280\" data-a-expander-name=\"book_description_expander\"\u003e\n\u003cdiv class=\"a-expander-content a-expander-partial-collapse-content\" data-expanded=\"false\"\u003e\n\u003cdiv class=\"expanded\" id=\"bookDescriptionBox\"\u003e\n\u003cp\u003e\u003cspan\u003eMost economists agree that AI is a general purpose technology (GPT) like the steam engine, electricity, and the computer. AI will drive innovation in all sectors of the economy for the foreseeable future. \u003c\/span\u003e\u003cspan class=\"a-text-italic\"\u003ePractical AI for Business Leaders, Product Managers, and Entrepreneurs\u003c\/span\u003e\u003cspan\u003e is a technical guidebook for the business leader or anyone responsible for leading AI-related initiatives in their organization. The book can also be used as a foundation to explore the ethical implications of AI.\u003c\/span\u003e\u003c\/p\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003e\u003cspan\u003eAuthors Alfred Essa and Shirin Mojarad provide a gentle introduction to foundational topics in AI. Each topic is framed as a triad: concept, theory, and practice. The concept chapters develop the intuition, culminating in a practical case study. The theory chapters reveal the underlying technical machinery. The practice chapters provide code in Python to implement the models discussed in the case study.\u003c\/span\u003e\u003c\/p\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003e\u003cspan\u003eWith this book, readers will learn:\u003c\/span\u003e\u003c\/p\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cul class=\"a-unordered-list a-vertical\"\u003e\u003c\/ul\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cul class=\"a-unordered-list a-vertical\"\u003e\n\u003cli\u003e\u003cspan class=\"a-list-item\"\u003e\u003cspan\u003eThe technical foundations of machine learning and deep learning\u003c\/span\u003e\u003c\/span\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cul class=\"a-unordered-list a-vertical\"\u003e\n\u003cli\u003e\u003cspan class=\"a-list-item\"\u003e\u003cspan\u003eHow to apply the core technical concepts to solve business problems\u003c\/span\u003e\u003c\/span\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cul class=\"a-unordered-list a-vertical\"\u003e\n\u003cli\u003e\u003cspan class=\"a-list-item\"\u003e\u003cspan\u003eThe different methods used to evaluate AI models\u003c\/span\u003e\u003c\/span\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cul class=\"a-unordered-list a-vertical\"\u003e\n\u003cli\u003e\u003cspan class=\"a-list-item\"\u003e\u003cspan\u003eHow to understand model development as a tradeoff between accuracy and generalization\u003c\/span\u003e\u003c\/span\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cul class=\"a-unordered-list a-vertical\"\u003e\n\u003cli\u003e\u003cspan class=\"a-list-item\"\u003e\u003cspan\u003eHow to represent the computational aspects of AI using vectors and matrices\u003c\/span\u003e\u003c\/span\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cul class=\"a-unordered-list a-vertical\"\u003e\n\u003cli\u003e\u003cspan class=\"a-list-item\"\u003e\u003cspan\u003eHow to express the models in Python by using machine learning libraries such as scikit-learn, statsmodels, and keras\u003c\/span\u003e\u003c\/span\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003e\u003cstrong\u003eTable of Contents\u003c\/strong\u003e\u003cbr\u003eIntroduction\u003cbr\u003eWhat is AI and why it is at the center of major business transformation?\u003c\/p\u003e\n\u003cp\u003eHow is it related to machine learning?\u003c\/p\u003e\n\u003cp\u003eWhat is deep learning, and how is it related to ML?\u003c\/p\u003e\n\u003cp\u003eWhy is it important?\u003c\/p\u003e\n\u003cp\u003eHow the book is organized\u003c\/p\u003e\n\u003cp\u003eWho is the audience?\u003c\/p\u003e\n\u003cp\u003e\u003cbr\u003eSection 1: Machine Learning　Chapter 1.1, introduction, machine learning, different types of machine learning　\u003c\/p\u003e\n\u003cp\u003eChapter 1.2,　Machine Learning Technical Overview　\u003c\/p\u003e\n\u003cp\u003eChapter 1.3, Hands-On Machine Learning with Scikit Learn\u003c\/p\u003e\n\u003cp\u003eChapter 1.4,　　Advanced Topics\/flavors of Machine learning\u003c\/p\u003e\n\u003cp\u003eAppendix: mathematical interlude\u003c\/p\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003eSection 2: Deep Learning　\u003c\/p\u003e\n\u003cp\u003eChapter 2.1, introduction (what is it, why is it important)\u003c\/p\u003e\n\u003cp\u003eChapter 2.2,　Deep Learning Technical Overview　\u003c\/p\u003e\n\u003cp\u003eChapter 2.3, Hands-On Deep Learning with Keras\u003c\/p\u003e\n\u003cp\u003eChapter 2.4,　　Advanced Topics\/flavors of deep learning\u003c\/p\u003e\n\u003cp\u003eAppendix: mathematical interlude\u003c\/p\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003eSection 3: Putting AI into Practice: Innovation Framework\u003c\/p\u003e\n\u003cp\u003eChapter 3.1: Diffusion and Dynamics of Innovation\u003c\/p\u003e\n\u003cp\u003eChapter 3.2: Managing an Innovation Portfolio\u003c\/p\u003e\n\u003c\/div\u003e\n\u003c\/div\u003e\n\u003c\/div\u003e\n\u003c\/div\u003e\n\u003cp\u003e\u003cstrong\u003e\u003cb\u003eBOOKREAD™ 5-STEP SATISFACTION GUARANTEE\u003c\/b\u003e\u003c\/strong\u003e\u003cbr\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cspan\u003e\u003cstrong\u003e1. No Risk, 30-Day Money-Back Guarantee. \u003cbr\u003e2. instant download. No surprises or hidden fees.\u003cbr\u003e3. Safe Payments via Credit\/Debit Card or PayPal® \u003cbr\u003e4. McAfee™ and SSL secured shopping cart.\u003cbr\u003e5. lifetime customer support.\u003c\/strong\u003e\u003c\/span\u003e\u003c\/p\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003c\/div\u003e\n\u003c\/div\u003e\n\u003c\/div\u003e\n\u003c\/div\u003e\n\u003c\/div\u003e\n\u003c\/div\u003e","brand":"Bookread","offers":[{"title":"PDF","offer_id":56754504859979,"sku":null,"price":29.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/1031\/1204\/8971\/files\/81eQC2jmP0L._SL1500.jpg?v=1773062616","url":"https:\/\/bookread.io\/products\/practical-ai-for-business-leaders-product-managers-and-entrepreneurs-1st-edition","provider":"bookread","version":"1.0","type":"link"}