AI Unlocked: Master Machine Learning and Real-World Applications to Stay Ahead in a Tech-Driven World by Jonathan Norman
English | May 8, 2025 | ISBN: N/A | ASIN: B0F8513FQF | 515 pages | EPUB | 0.28 Mb
English | May 8, 2025 | ISBN: N/A | ASIN: B0F8513FQF | 515 pages | EPUB | 0.28 Mb
AI Unlocked: Master Machine Learning and Real-World Applications to Stay Ahead in a Tech-Driven World
In the ever-evolving world of technology, mastering AI and machine learning is no longer optional—it's essential. AI Unlocked is your comprehensive guide to understanding the power of machine learning and applying it to solve real-world problems. Whether you’re a beginner stepping into AI or an experienced developer looking to deepen your knowledge, this book is designed to give you the tools, techniques, and insights to stay ahead in an increasingly AI-driven world.
This book is organized into four distinct parts, each focusing on a different aspect of AI:Part I: Foundations of AI and Machine Learning
- Explore the origins of AI and its core components, including Machine Learning (ML), Natural Language Processing (NLP), Computer Vision (CV), and Robotics.
- Understand the basics of AI, key terminology, and the machine learning lifecycle.
- Set up your AI toolkit with Python, TensorFlow, Jupyter, and Scikit-Learn, and dive into your first AI project, predicting house prices.
- Delve into supervised, unsupervised, and reinforcement learning techniques. Master key algorithms like Linear Regression, Decision Trees, k-Nearest Neighbors (k-NN), and Random Forests.
- Engage in hands-on projects, such as predicting student performance, customer segmentation, and fraud detection.
- Learn essential evaluation metrics and best practices to choose and optimize the right machine learning models for your tasks.
- Unlock the world of neural networks, including CNNs for image classification, NLP models for sentiment analysis, and reinforcement learning for robotics.
- Gain practical experience with state-of-the-art models like BERT, GPT, and Transformers, and learn how to deploy AI in various industries.
- Discover how AI is revolutionizing industries like healthcare, finance, e-commerce, and transportation, with projects like AI-driven sales forecasting and image classification.
- Understand the ethics, bias, and fairness challenges of AI, and learn how to design trustworthy, transparent AI systems.
- Explore career pathways in AI, including roles like data scientists, ML engineers, and AI product managers, and understand what skills and certifications will help you advance in the field.