Название: AI for Absolute Beginners: A Clear Guide to Tomorrow Автор: Oliver Theobald Издательство: Scatterplot Press Серия: AI, Data Science, Python & Statistics for Beginners Год: 2023 Страниц: 209 Язык: английский Формат: pdf, epub (true), mobi Размер: 10.1 MB
Curious about AI but feeling lost at the same time?
Well, look no further! AI for Absolute Beginners is your guide to demystifying complex AI concepts and providing you with a solid foundation to step into and stay ahead in the new AI era. In this accessible and comprehensive book, we start from scratch, assuming no prior knowledge. Each chapter is carefully crafted to guide you through the fundamental concepts and practical applications of AI, including Machine Learning, generative AI, and Deep Learning.
With clear and plain English explanations, you'll be surprised at how quickly you can start thinking and speaking fluently in the words and mindset of an AI expert!
From self-driving cars to large language models, the ability of Deep Learning to learn from raw data and process large datasets has dramatically broadened the use cases for Artificial Intelligence (AI). However, like all technologies, Deep Learning has its own unique limitations and challenges that we will examine in this chapter.
Before we dive in, it’s important to explain the connection between Deep Learning and Machine Learning. Machine Learning, as discussed, involves algorithms and models that improve with experience and exposure to data. As a subfield of Machine Learning, Deep Learning takes the foundational principles of Machine Learning and applies its own techniques to even larger and more complex datasets. This involves the use of artificial neural networks with deep and multiple layers stacked together to form a model.
Key knowledge points you will gain from reading this book:
- The 3 phases of AI development and what's coming next... - The Missing Middle theory of leveraging what humans and AI do best - Generative AI and a preview of the Data Wars - Machine Learning and a clear introduction on how it works - Deep Learning and why it unlocks progress in all fields of AI - Natural language processing explained - Computer vision and why it's not as easy as you think... - Recommender systems and how to train them to your advantage - Privacy & ethical considerations you must know - The future of work and how to thrive in the new era of knowledge work - The new role of the Chief Intelligence Officer and how they are guiding AI transformation in organizations
Now is a special time in the history of work and efficiency. Follow your curiosity and step confidently into the new era of AI!
Introduction A Brief History AI Building Blocks The 3 Stages of AI Development Machine Learning Deep Learning Natural Language Processing Generative AI Recommender Systems Computer Vision Privacy & Ethical Considerations The Future of Work Further Resources
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