Deep learning is often viewed as the exclusive domain of math PhDs and big tech companies. But as this hands-on guide demonstrates, programmers comfortable with Python can achieve impressive results in deep learning with little math background, small amounts of data, and minimal code. How? With fastai, the first library to provide a consistent interface to the most frequently used deep l

A Retrieval Augmented Generation (RAG) system automatically selects and supplies domain-specific context to an LLM, radically improving its ability to generate accurate, hallucination-free responses. The GraphRAG pattern employs a knowledge graph to structure the RAG's input, taking advantage of existing relationships in the data to generate rich, relevant prompts. Retrieval Augmented Ge

Extract, transform, load (ETL) is at the center of every application of data, from business intelligence to AI. Constant shifts in the data landscape - including the implementations of lakehouse architectures and the importance of high-scale real-time data - mean that today's data practitioners must approach ETL a bit differently. This updated technical guide offers data engineers, engin

Enterprise Cloud Strategy - Guidance for enterprises looking for proven methods to take their application portfolio to the cloud. What if you were able to achieve both efficiency and innovation in all business domains and applications across your entire portfolio? What if you could take advantage of the cloud and all of its resources and features to gain a "the whole is greater than the

This open access book introduces key concepts in robotics in an easy to understand language using an engaging project-based approach. It covers contemporary topics in robotics, providing an accessible entry point to fundamentals in all the major domains. A section is dedicated to introducing programming concepts using Python, which has become a language of choice in robotics and AI. The

Add the power of HDR photography, Full HD video, and AI image recognition to your Raspberry Pi projects with Camera Modules. Give intelligence and depth to your creations, making your projects smarter and more responsive. Plus, the new Al Kit supercharges your Raspberry Pi Camera Module with image recognition, enabling it to act and react to the world around it. This book is your step-by

The current period of progress in artificial intelligence was triggered when Krizhevsky et al. demonstrated that an artificial neural network designed twenty years earlier could outperform complex state-of-the-art image recognition methods by a huge margin, simply by being a hundred times larger and trained on a dataset similarly scaled up. This breakthrough was made possible thanks to G

This open access book presents the concept of Informed Machine Learning and demonstrates its practical use with a compelling collection of applications of this paradigm in industrial and business use cases. These range from health care over manufacturing and material science to more advanced combinations with deep learning, say, in the form of physical informed neural networks. The book

The book provides an accessible, comprehensive introduction for beginners to machine learning, equipping them with the fundamental skills and techniques essential for this field. It enables beginners to construct practical, real-world solutions powered by machine learning across diverse application domains. It demonstrates the fundamental techniques involved in data collection, integrati

Unmanned Aircraft Systems are an integral part of the US national critical infrastructure. The authors have endeavored to bring a breadth and quality of information to the reader that is unparalleled in the unclassified sphere. This open book will fully immerse and engage the reader / student in the cyber-security considerations of this rapidly emerging technology that we know as unmanne