Название: Kickstart Artificial Intelligence Fundamentals: Master Machine Learning, Neural Networks, and Deep Learning from Basics to Build Modern AI Solutions with Python and TensorFlow-KerasАвтор: S.Mahesh Anand
Издательство: Orange Education Pvt Ltd, AVA
Год: 2025
Страниц: 511
Язык: английский
Формат: epub (true)
Размер: 105.2 MB
Master AI Fundamentals and Build Real-World Machine Learning and Deep Learning Solutions.
Key Features:
- Hands-on AI guide with Python, TensorFlow, and Keras implementations.
- Step-by-step walkthroughs of Machine Learning, Artificial Neural Networks (ANN), Convolutional Neural Networks (CNN), Recurrent Neural Networks (RNN), and Long Short-Term Memory (LSTM) models.
- Bridges AI theory with real-world applications and coding exercises.
Book Description:
AI is transforming industries, driving innovation, and shaping the future of technology. A strong foundation in AI fundamentals is essential for anyone looking to stay ahead in this rapidly evolving field.
Kickstart Artificial Intelligence Fundamentals is a comprehensive companion designed to demystify core AI concepts, covering Machine Learning, Deep Learning, and Neural Networks. Tailored for all AI enthusiasts, this book provides hands-on Python implementation using the TensorFlow-Keras framework, ensuring a seamless learning experience from theory to practice.
Bridging the gap between concepts and real-world applications, this book offers intuitive explanations, mathematical foundations, and practical use cases. Readers will explore supervised and unsupervised Machine Learning models, master Convolutional Neural Networks for image classification, and leverage Long Short-Term Memory networks for time-series forecasting. Each chapter includes coding examples and guided exercises, making it an invaluable resource for both beginners and advanced learners.
Beyond technical expertise, this book explores emerging trends like Generative AI and ethical considerations in AI, preparing readers for the challenges and opportunities in the field. This book will provide you the essential knowledge and hands-on experience to stay competitive. Don't get left behind-embrace AI and future-proof your career today!
Artificial Intelligence (AI) has revolutionized the way we interact with technology, shaping innovations across industries and redefining what machines are capable of achieving. From its theoretical roots to practical applications, AI continues to be a field that sparks curiosity and drives innovation. Kickstart Artificial Intelligence Fundamentals is crafted to provide a structured and comprehensive introduction to this fascinating domain.
This book is designed for students, professionals, and enthusiasts who are keen to delve into the world of AI, starting from foundational concepts to the implementation of cutting-edge technologies. The book begins with the basics of Machine Learning models and their evolution into Artificial Neural Networks. It then ventures into advanced architectures such as Convolutional Neural Networks and Recurrent Neural Networks, equipping readers with the theoretical knowledge and practical insights needed to navigate the AI landscape. Each chapter is enriched with Python-based examples using TensorFlow and Keras frameworks, enabling hands-on learning and fostering a deeper understanding of the subject.
What you will learn:
- Build and train machine learning models for real-world datasets.
- Apply neural networks to classification and regression tasks.
- Implement CNNs and LSTMs for vision and sequence modeling.
- Solve AI problems using Python, TensorFlow, and Keras.
- Fine-tune pre-trained models for domain-specific applications.
- Explore generative AI for creative and industrial use cases.
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