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Practical AI for Business Leaders, Product Managers, and Entrepreneurs (Paperback)
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Practical AI for Business Leaders, Product Managers, and Entrepreneurs (Paperback)
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Most 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. Practical AI for Business Leaders, Product Managers, and
Entrepreneurs 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. Authors 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. With this book,
readers will learn: The technical foundations of machine learning
and deep learning How to apply the core technical concepts to solve
business problems The different methods used to evaluate AI models
How to understand model development as a tradeoff between accuracy
and generalization How to represent the computational aspects of AI
using vectors and matrices How to express the models in Python by
using machine learning libraries such as scikit-learn, statsmodels,
and keras
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