A Beginner's Guide to Artificial Intelligence: : "From Machine Learning to Real-World Applications: A Comprehensive Guide to Understanding, Developing
商品資訊
ISBN13:9798303960039
出版社:Independently published
作者:Nexus Link
出版日:2024/12/17
裝訂:平裝
規格:22.9cm*15.2cm*0.4cm (高/寬/厚)
商品簡介
Artificial Intelligence (AI) is transforming how we live, work, and innovate. This accessible guide offers a clear, step-by-step exploration of AI-ideal for beginners, tech enthusiasts, and professionals eager to deepen their understanding. You'll discover what AI is, how it evolved, and why it matters today, all while learning about the core concepts driving modern AI applications.
Begin with the Introduction to Artificial Intelligence, uncovering the definition, brief history, and current impact of AI on everyday life. From virtual assistants and smart recommendations to autonomous vehicles and cutting-edge medical diagnostics, you'll see how AI's influence shapes our world and what opportunities and challenges lie ahead.
Next, explore Types of Artificial Intelligence, distinguishing Narrow AI from the aspirational goal of Artificial General Intelligence. Gain clarity on the differences between AI and Machine Learning, and dive into major subfields: Machine Learning, Deep Learning, Natural Language Processing, Computer Vision, and Robotics. Understand how these technologies power voice assistants, image recognition, automated translations, and more.
In Technical Foundations of AI, master the essentials of Machine Learning algorithms, neural networks, and Deep Learning frameworks. Learn about Python's top libraries (TensorFlow, PyTorch, Scikit-Learn) and major AI platforms (Google AI, AWS, Azure) while understanding the complete project pipeline-from data preparation to model deployment.
Apply this knowledge to real scenarios in Real-World Applications of AI. See how AI revolutionizes healthcare, finance, automotive, retail, manufacturing, and creative fields. Whether it's assisting doctors in diagnostics, optimizing financial forecasts, enabling self-driving cars, or generating innovative content, you'll discover why AI adoption is surging across industries.
No modern AI guide is complete without addressing Ethics and Considerations. Explore topics like algorithmic bias, privacy, data security, and the impact on jobs. Understand emerging regulations and why responsible AI development is essential for long-term success and public trust.
For hands-on learning, the Getting Started with AI section offers practical tips, recommended resources, beginner-friendly tools, and simple projects to help you build essential skills. Finally, The Future of AI examines current trends, the push toward explainable AI, and the promise (and risks) of AGI, helping you envision what's coming next.
Complete with appendices, a glossary of key terms, recommended resources, and practice exercises, this guide equips you to understand and harness AI's power. Whether you're a student, entrepreneur, or seasoned professional, you'll gain a solid foundation to engage confidently with the world of Artificial Intelligence.
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