{"product_id":"practical-ai-for-business-leaders-product-managers-and-entrepreneurs","title":"Practical AI for Business Leaders, Product Managers, and Entrepreneurs","description":"\u003cp\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. \u003cem\u003ePractical AI for Business Leaders, Product Managers, and Entrepreneurs\u003c\/em\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\/p\u003e \u003cp\u003e\u003c\/p\u003e \u003cp\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\/p\u003e \u003cp\u003e\u003c\/p\u003e \u003cp\u003eWith this book, readers will learn: \u003c\/p\u003e \u003cp\u003e\u003c\/p\u003e \u003cul\u003e\n\u003cli\u003e\n\u003cp\u003e\u003c\/p\u003e \u003c\/li\u003e\n\u003cli\u003eThe technical foundations of machine learning and deep learning \u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003c\/p\u003e \u003cp\u003e\u003c\/p\u003e \u003c\/li\u003e\n\u003cli\u003eHow to apply the core technical concepts to solve business problems \u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003c\/p\u003e \u003cp\u003e\u003c\/p\u003e \u003c\/li\u003e\n\u003cli\u003eThe different methods used to evaluate AI models \u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003c\/p\u003e \u003cp\u003e\u003c\/p\u003e \u003c\/li\u003e\n\u003cli\u003eHow to understand model development as a tradeoff between accuracy and generalization \u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003c\/p\u003e \u003cp\u003e\u003c\/p\u003e \u003c\/li\u003e\n\u003cli\u003eHow to represent the computational aspects of AI using vectors and matrices \u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003c\/p\u003e \u003cp\u003e\u003c\/p\u003e \u003c\/li\u003e\n\u003cli\u003eHow to express the models in Python by using machine learning libraries such as scikit-learn, statsmodels, and keras　 \u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003c\/p\u003e\u003c\/li\u003e\n\u003c\/ul\u003e \u003cp\u003e\u003c\/p\u003e","brand":"De Gruyter","offers":[{"title":"Default Title","offer_id":57260433801560,"sku":"9781501514647","price":59.99,"currency_code":"EUR","in_stock":true}],"url":"https:\/\/agendabookshop.com\/products\/practical-ai-for-business-leaders-product-managers-and-entrepreneurs","provider":"Agenda Bookshop","version":"1.0","type":"link"}