Category: Computer Science & Computer Engineering
eBook Details: Paperback: 307 pages Publisher: WOW! eBook (May 9, 2023) Language: English ISBN-10: 1803246456 ISBN-13: 978-1803246451 eBook Description: Data Augmentation with Python: Unlock the power of data augmentation for AI and Generative AI with real-world datasets. Improve your model’s accuracy and extend images, texts, audio, and tabular using 150+ fully functional OO methods and open-source libraries Data is paramount in an AI project, especially for Deep Learning and Generative AI. The forecasting accuracy relies on robust input datasets. The traditional method of acquiring additional data is difficult, expensive, and impractical. The only option to extend the dataset economically is data augmentation....
eBook Details: Paperback: 395 pages Publisher: WOW! eBook (May 9, 2023) Language: English ISBN-10: 1804616486 ISBN-13: 978-1804616482 eBook Description: Creators of Intelligence: Get access to the secret recipe for a successful data science career from 18 AI leaders A Gartner report in 2018 led to headlines such as “85% of AI implementations will fail by 2022”. It’s unclear whether there was a mass extinction event for AI implementations at the end of 2022 but the question remains: how can I ensure that my project doesn’t become a statistic? Back in 2015, headlines told us that Data Scientists were the new ‘Rock Stars’...
eBook Details: Paperback: 304 pages Publisher: WOW! eBook (May 23, 2023) Language: English ISBN-10: 1617297933 ISBN-13: 978-1617297939 eBook Description: Fast Python: High performance techniques for large datasets: Master Python techniques and libraries to reduce run times, efficiently handle huge datasets, and optimize execution for complex machine learning applications. Fast Python is your guide to optimizing every part of your Python-based data analysis process, from the pure Python code you write to managing the resources of modern hardware and GPUs. You’ll learn to rewrite inefficient data structures, improve underperforming code with multithreading, and simplify your datasets without sacrificing accuracy. Written for experienced practitioners,...
eBook Details: Paperback: 466 pages Publisher: WOW! eBook (May 30, 2023) Language: English ISBN-10: 1098102436 ISBN-13: 978-1098102432 eBook Description: Machine Learning for High-Risk Applications: Approaches to Responsible AI The past decade has witnessed the broad adoption of artificial intelligence and machine learning (AI/ML) technologies. However, a lack of oversight in their widespread implementation has resulted in some incidents and harmful outcomes that could have been avoided with proper risk management. Before we can realize AI/ML’s true benefit, practitioners must understand how to mitigate its risks. Learn technical approaches for responsible AI across explainability, model validation and debugging, bias management, data privacy, and...
eBook Details: Paperback: 354 pages Publisher: WOW! eBook (April 14, 2023) Language: English ISBN-10: 1804617520 ISBN-13: 978-1804617526 eBook Description: Hands-On Graph Neural Networks Using Python: Design robust graph neural networks with PyTorch Geometric by combining graph theory and neural networks with the latest developments and apps Graph neural networks are a highly effective tool for analyzing data that can be represented as a graph, such as social networks, chemical compounds, or transportation networks. The past few years have seen an explosion in the use of graph neural networks, with their application ranging from natural language processing and computer vision to recommendation systems...
eBook Details: Paperback: 318 pages Publisher: WOW! eBook (April 21, 2023) Language: English ISBN-10: 1800561628 ISBN-13: 978-1800561625 eBook Description: Hands-On Computer Vision with Detectron2: Explore Detectron2 using cutting-edge models and learn all about implementing future computer vision applications in custom domains Computer vision is a crucial component of many modern businesses, including automobiles, robotics, and manufacturing, and its market is growing rapidly. This book helps you explore Detectron2, Facebook’s next-gen library providing cutting-edge detection and segmentation algorithms. It’s used in research and practical projects at Facebook to support computer vision tasks, and its models can be exported to TorchScript or ONNX for...
