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HÖRBUCH

The Machine Learning Solutions Architect Handbook. Create machine learning platforms to run solutions in an enterprise setting

David Ping

When equipped with a highly scalable machine learning (ML) platform, organizations can quickly scale the delivery of ML products for faster business value realization. There is a huge demand for skilled ML solutions architects in different industries, and this handbook will help you master the design patterns, architectural considerations, and the latest technology insights you’ll need to become one.You’ll start by understanding ML fundamentals and how ML can be applied to solve real-world business problems. Once you've explored a few leading problem-solving ML algorithms, this book will help you tackle data management and get the most out of ML libraries such as TensorFlow and PyTorch.Using open source technology such as Kubernetes/Kubeflow to build a data science environment and ML pipelines will be covered next, before moving on to building an enterprise ML architecture using Amazon Web Services (AWS). You’ll also learn about security and governance considerations, advanced ML engineering techniques, and how to apply bias detection, explainability, and privacy in ML model development. And finally, you'll get acquainted with AWS AI services and their applications in real-world use cases.By the end of this audiobook, you’ll be able to design and build an ML platform to support common use cases and architecture patterns like a true professional.

56402
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E-BOOK

The Machine Learning Solutions Architect Handbook. Practical strategies and best practices on the ML lifecycle, system design, MLOps, and generative AI - Second Edition

David Ping

David Ping, Head of GenAI and ML Solution Architecture for global industries at AWS, provides expert insights and practical examples to help you become a proficient ML solutions architect, linking technical architecture to business-related skills.You'll learn about ML algorithms, cloud infrastructure, system design, MLOps , and how to apply ML to solve real-world business problems. David explains the generative AI project lifecycle and examines Retrieval Augmented Generation (RAG), an effective architecture pattern for generative AI applications. You’ll also learn about open-source technologies, such as Kubernetes/Kubeflow, for building a data science environment and ML pipelines before building an enterprise ML architecture using AWS. As well as ML risk management and the different stages of AI/ML adoption, the biggest new addition to the handbook is the deep exploration of generative AI.By the end of this book , you’ll have gained a comprehensive understanding of AI/ML across all key aspects, including business use cases, data science, real-world solution architecture, risk management, and governance. You’ll possess the skills to design and construct ML solutions that effectively cater to common use cases and follow established ML architecture patterns, enabling you to excel as a true professional in the field.

56403
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E-BOOK

The Machine Learning Workshop. Get ready to develop your own high-performance machine learning algorithms with scikit-learn - Second Edition

Hyatt Saleh

Machine learning algorithms are an integral part of almost all modern applications. To make the learning process faster and more accurate, you need a tool flexible and powerful enough to help you build machine learning algorithms quickly and easily. With The Machine Learning Workshop, you'll master the scikit-learn library and become proficient in developing clever machine learning algorithms.The Machine Learning Workshop begins by demonstrating how unsupervised and supervised learning algorithms work by analyzing a real-world dataset of wholesale customers. Once you've got to grips with the basics, you'll develop an artificial neural network using scikit-learn and then improve its performance by fine-tuning hyperparameters. Towards the end of the workshop, you'll study the dataset of a bank's marketing activities and build machine learning models that can list clients who are likely to subscribe to a term deposit. You'll also learn how to compare these models and select the optimal one.By the end of The Machine Learning Workshop, you'll not only have learned the difference between supervised and unsupervised models and their applications in the real world, but you'll also have developed the skills required to get started with programming your very own machine learning algorithms.

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E-BOOK

The macOS User Administration Guide. A practical guide to implementing, managing, and optimizing macOS Big Sur features and tools

Herta Nava

Apple is pushing the capabilities of its technologies to help users achieve high performance, including improvements in its OS running across all Mac systems, macOS, and new technologies such as M1 Silicon chips. This book walks you through macOS from a system administration and support point of view, exploring its latest features.The book starts by explaining macOS architecture, installation, and startup processes to enable you to get started with the OS. You'll learn how to manage users and discover techniques for user security and privacy. Moving on, you'll get to grips with the macOS file system and learn to manage disks, volumes, and partitions for effective file management. Most of the examples covered in this book are from an administrator's perspective; however, when relevant, a standard user's perspective is also presented. You'll find illustrations for Mac systems running macOS 11 (Big Sur), and when necessary, for macOS 10.15 (macOS Catalina). Finally, you'll explore advanced topics such as networking and using command-line tools for administration tasks.By the end of this macOS book, you'll be well-versed with macOS features, administration tasks, and best practices. You'll also be able to apply the concepts to increase your chances of success in obtaining Apple certifications such as Apple Certified Support Professional (ACSP).

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E-BOOK

The Mad King

Edgar Rice Burroughs

“The Mad King“ is a novel by Edgar Rice Burroughs, an American fiction writer, who created such great characters as Tarzan and John Carter of Mars.   Set in the fictional European kingdom of Lutha, the protagonist is a young American named Barney Custer, of Beatrice, Nebraska, who is the son of an American farmer and a runaway Luthan princess, Victoria Rubinroth. Unaware of his royal blood, much less that he is a dead ringer for his relative Leopold, the current king of Lutha, Barney visits Lutha on the eve of the First World War to see for himself his mother's native land.  

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E-BOOK

The Magic Casket

R. Austin Freeman

The Magic Casket Thorndike solves the mystery of the box in order to locate a jewel stolen from a client and get rid of the dastardly Japanese who are after them in every way.

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E-BOOK

The Magic of Oz

L. Frank Baum

In this witty and imaginative tale, the Royal Historian of Oz, L. Frank Baum, takes young readers back across The Great Sandy Desert for more exciting adventures in the wondrous Land of Oz. Old friends such as Dorothy, the Wizard, and the Cowardly Lion reappear, along with endearing new characters the Glass Cat, the Hungry Tiger, Little Trot, Capn Bill, the Lonesome Duck, and others. In this story, Ozmas kingdom is threatened once again by Nome Ruggedo, the dastardly former Nome King. This time hes teamed up with a young munchkin lad named Kiki Aru whos discovered a secret word which allows him to transform anyone into whatever shape he pleases. When Dorothy, the Wizard, Cowardly Lion, and Hungry Tiger are caught by the wily pair and changed into other shapes, can anyone stop them in time to save all of Oz? Or will Ruggedo finally get his revenge on Ozma and Dorothy? Youll find out in the pages of this exciting story.

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E-BOOK

The Magic Walking Stick

John Buchan

The Magic Walking Stick is a childrens short story by John Buchan. Our hero is a teenage boy who buys a walking stick from a beggar a magic walking stick that allows the boy to visit many places at his command... It is a fantastical story about a pair of magical walking sticks; one that will cease to function if it is used for any practical purpose, and another that will cease to function if it isnt. Unfortunately, our protagonist doesnt know which one he possesses. This charming one-of-a-kind classic is a beautiful compilation which includes the timeless story, The Magic Walking-Stick and several additional Arabian Nights classic stories including; The Seven Voyages of Sinbad, The Story of the Magic Horse, The Story of the Fisherman and the Genie and more. Its a charming and entertaining tale perfect for bedtime reading.