Название: Artificial Intelligence for Managers: Leverage the Power of AI to Transform Organizations and Reshape Your CareerАвтор: Malay A. Upadhyay
Издательство: BPB Publications
Год: 2021
Страниц: 302
Язык: английский
Формат: pdf, epub
Размер: 10.16 MB
Understand how to adopt and implement AI in your organization.
Artificial Intelligence implies using a computer to do tasks the way humans would. There are many definitions out there, but essentially, it is a set of algorithms that does four things: 1) Sense a given situation; 2)Understand it; 3)Take action; 4)Learn from the results in order to improve.
Interestingly, while all AI tools follow this sequence, most are designed to give a specific output that falls in one of these categories. An Algorithm is a set of tasks to be performed under specific conditions. Accordingly, an AI algorithm is programmed to take inputs, make different calculations or analyses based on those inputs and the results needed, and provide an output. However, what makes AI more advanced than a simple computer program that can also do all of this is not only the volume of information that AI can handle but its ability to learn and improve with time.
Most AI initiatives in organizations fail today not because of a lack of good AI solutions, but because of a lack of understanding of AI among its end users, decision makers and investors. Today, organizations need managers who can leverage AI to solve business problems and provide a competitive advantage. This book is designed to enable you to fill that need, and create an edge for your career.
The chapters offer unique managerial frameworks to guide an organization's AI journey. The first section looks at what AI is; and how you can prepare for it, decide when to use it, and avoid pitfalls on the way. The second section dives into the different AI techniques and shows you where to apply them in business. The final section then prepares you from a strategic AI leadership perspective to lead the future of organizations.
By the end of the book, you will be ready to offer any organization the capability to use AI successfully and responsibly - a need that is fast becoming a necessity.
What will you learn
- Understand the major AI techniques & how they are used in business.
- Determine which AI technique(s) can solve your business problem.
- Decide whether to build or buy an AI solution.
- Estimate the financial value of an AI solution or company.
- Frame a robust policy to guide the responsible use of AI.
Key Features
- 7 Principles of an AI Journey
- The TUSCANE Approach to Become Data Ready
- The FAB-4 Model to Choose the Right AI Solution
- Major AI Techniques & their Applications:
- CART & Ensemble Learning
- Clustering, Association Rules & Search
- Reinforcement Learning
- Natural Language Processing
- Image Recognition
Who this book is for
This book is for Executives, Managers and Students on both Business and Technical teams who would like to use Artificial Intelligence effectively to solve business problems or get an edge in their careers.
Table of Contents:
1.Preface
2.Acknowledgement
3.About the Author
4.Section 1: Beginning an AI Journey
a. AI Fundamentals
b. 7 Principles of an AI Journey
c. Getting Ready to Use AI
5.Section 2: Choosing the Right AI Techniques
a. Inside the AI Laboratory
b. How AI Predicts Values & Categories
c. How AI Understands and Predicts Behaviors & Scenarios
d. How AI Communicates & Learns from Mistakes
e. How AI Starts to Think Like Humans
6.Section 3: Using AI Successfully & Responsibly
a. AI Adoption & Valuation
b. AI Strategy, Policy & Risk Management
7.Epilogue
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