Simplified Machine Learning by Pooja Sharma (.ePUB)
File Size: 10 MB
Simplified Machine Learning: The essential building blocks for Machine Learning expertise by Pooja Sharma
Requirements: .ePUB reader, 10 MB | True EPUB
Overview: Explore the world of Artificial Intelligence with a deep understanding of Machine Learning concepts and algorithms. “Simplified Machine Learning” is a comprehensive guide that navigates readers through the intricate landscape of Machine Learning, offering a balanced blend of theory, algorithms, and practical applications. The first section introduces foundational concepts such as supervised and unsupervised learning, regression, classification, clustering, and feature engineering, providing a solid base in Machine Learning theory. The second section explores algorithms like decision trees, support vector machines, and neural networks, explaining their functions, strengths, and limitations, with a special focus on deep learning, reinforcement learning, and ensemble methods. The book also covers essential topics like model evaluation, hyperparameter tuning, and model interpretability. The final section transitions from theory to practice, equipping readers with hands-on experience in deploying models, building scalable systems, and understanding ethical considerations. By the end, readers will be able to leverage Machine Learning effectively in their respective fields, armed with practical skills and a strategic approach to problem-solving. The Chapter 1 covers Machine Learning and how it is related to Artificial Intelligence (AI). Various types of Machine Learning (ML) along with their applications are also discussed in this chapter. Furthermore, the step-by-step guide is given to install Python Jupyter for implementing Machine Learning algorithms. In the course of this book, we implement all algorithms of ML in Python. For this, you need to install Anaconda. It is a distribution that includes Python and a wide range of libraries and tools commonly used in data science and ML. Installing Anaconda and Python is a straightforward process. This book is designed for a diverse audience interested in Machine Learning, a core branch of Artificial Intelligence. Its intellectual coverage will benefit students, programmers, researchers, educators, AI enthusiasts, software engineers, and data scientists.
Genre: Non-Fiction > Tech & Devices
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