Beginner's Guide to TensorFlow: Build AI & Deep Learning Models from Scratch - Brossura

Shah, Rashmi

Brossura

ISBN 13: 9798309973064

Casa editrice: Independently published, 2025

Riassunto

This book provides a fast-track guide to mastering TensorFlow for Artificial Intelligence (AI) and Deep Learning. As AI and Deep Learning transform industries, TensorFlow, developed by Google, has emerged as the leading open-source framework for building AI-powered applications efficiently.

Designed for beginners, this guide takes you from foundational knowledge to TensorFlow proficiency. You'll learn to understand neural networks, implement deep learning models, and optimize AI applications through practical, hands-on projects. Whether you're new to the field, a data scientist, software developer, or an AI enthusiast, this book equips you with the skills to build your own AI models from scratch.

Core areas covered in this book:

• Introduction to TensorFlow: Understand the framework, installation, and core components.
• Deep Learning Foundations: Explore neural networks, activation functions, and optimization techniques.
• Building Your First AI Model: Follow a step-by-step guide to create and train a deep learning model.
• Data Processing & Feature Engineering: Handle large datasets, preprocessing, and augmentation techniques.
• Convolutional Neural Networks (CNNs): Implement CNNs for image classification and object detection tasks.
• Recurrent Neural Networks (RNNs) & LSTMs: Utilize deep learning for time series forecasting and Natural Language Processing (NLP).
• TensorFlow for Computer Vision & Natural Language Processing (NLP): Apply AI to solve real-world problems in these domains.
• Model Evaluation & Hyperparameter Tuning: Improve model performance with regularization and tuning strategies.
• TensorFlow on GPUs & TPUs: Accelerate AI model training using hardware acceleration.
• Deploying AI Models: Learn to deploy deep learning models in real-world applications and cloud environments.

This book provides a practical learning experience:

• Beginner-Friendly Approach: Master deep learning with step-by-step explanations.
• Hands-On & Practical: Real-world examples, coding exercises, and TensorFlow implementations are included.
• Covers Both Theory & Application: Learn AI model building, optimization, and deployment techniques.
• Industry-Relevant: Learn best practices used by professionals in AI, data science, and machine learning.
• Updated for the Latest TensorFlow Version: Covers modern AI techniques and deep learning advancements.

This book is ideal for:

• Beginners in AI & Deep Learning
• Data Scientists & Machine Learning Enthusiasts
• Software Engineers & Developers
• Students & Researchers
• Tech Entrepreneurs & AI Innovators

Start building AI models today with this comprehensive TensorFlow guide. Get hands-on experience, learn practical AI techniques, and build real-world AI applications! For additional resources and tutorials, visit QuickTechie.com to further enhance your understanding of TensorFlow.

Dettagli dell'edizione

• Editore: Independently published
• Data di pubblicazione: 2025
• Lingua: Inglese
• ISBN 13: 9798309973064
• Rilegatura: Copertina flessibile
• Numero di pagine: 246
• Contatto del produttore: non disponibile
• Persona responsabile: non disponibile