Mastering Ai Hardware

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Mastering AI Hardware

Author : Rosey Press
Publisher : Independently Published
Page : 0 pages
File Size : 48,8 Mb
Release : 2024-04-29
Category : Computers
ISBN : 9798324307837

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Mastering AI Hardware by Rosey Press Pdf

Understanding AI Hardware In the subchapter "Understanding AI Hardware," we delve into the intricate world of artificial intelligence processors and the essential components that make up these advanced systems. For those seeking a comprehensive guide to AI hardware, this section provides a detailed comparison of various neural network processor architectures, shedding light on their unique features and capabilities. By understanding the differences between these architectures, readers can make informed decisions when selecting the most suitable hardware for their AI projects. Moreover, this subchapter offers an in-depth analysis of the hardware requirements for training AI models, highlighting the key factors that impact performance and efficiency. From processing power to memory bandwidth, each component plays a crucial role in accelerating the training process and optimizing model accuracy. By mastering these hardware requirements, readers can enhance the speed and accuracy of their AI models, leading to more effective outcomes in various applications such as image recognition and natural language processing. Furthermore, this section provides a guide to optimizing AI hardware for specific use cases, offering insights into the strategies and techniques that can enhance performance and efficiency. Whether it's fine-tuning hardware configurations or leveraging specialized processors, readers will learn how to tailor their hardware setups to meet the unique demands of different AI applications. By optimizing AI hardware, individuals can achieve superior performance and efficiency, unlocking new possibilities in the field of artificial intelligence. Additionally, this subchapter reviews the latest advancements in AI hardware technology, exploring the cutting-edge innovations that are shaping the future of computing. From novel processor architectures to breakthroughs in hardware design, readers will gain valuable insights into the evolving landscape of AI hardware. By staying informed about the latest developments, individuals can stay ahead of the curve and leverage the most advanced hardware solutions for their AI projects. In conclusion, "Understanding AI Hardware" offers a comprehensive overview of the components and functions of neural network processors, shedding light on their critical role in powering artificial intelligence applications. By exploring the impact of AI hardware on the future of computing, readers can gain a deeper understanding of the transformative potential of these advanced systems. Whether building custom AI hardware solutions or navigating the challenges and limitations of current technology, this subchapter equips individuals with the knowledge and insights needed to excel in the dynamic field of AI hardware.

Mastering AI

Author : Jeremy Kahn
Publisher : Simon and Schuster
Page : 336 pages
File Size : 42,9 Mb
Release : 2024-07-09
Category : Business & Economics
ISBN : 9781668053324

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Mastering AI by Jeremy Kahn Pdf

A Fortune magazine journalist draws on his expertise and extensive contacts among the companies and scientists at the forefront of artificial intelligence to offer dramatic predictions of AI’s impact over the next decade, from reshaping our economy and the way we work, learn, and create to unknitting our social fabric, jeopardizing our democracy, and fundamentally altering the way we think. Within the next five years, Jeremy Kahn predicts, AI will disrupt almost every industry and enterprise, with vastly increased efficiency and productivity. It will restructure the workforce, making AI copilots a must for every knowledge worker. It will revamp education, meaning children around the world can have personal, portable tutors. It will revolutionize health care, making individualized, targeted pharmaceuticals more affordable. It will compel us to reimagine how we make art, compose music, and write and publish books. The potential of generative AI to extend our skills, talents, and creativity as humans is undeniably exciting and promising. But while this new technology has a bright future, it also casts a dark and fearful shadow. AI will provoke pervasive, disruptive, potentially devastating knock-on effects. Leveraging his unrivaled access to the leaders, scientists, futurists, and others who are making AI a reality, Kahn will argue that if not carefully designed and vigilantly regulated AI will deepen income inequality, depressing wages while imposing winner-take-all markets across much of the economy. AI risks undermining democracy, as truth is overtaken by misinformation, racial bias, and harmful stereotypes. Continuing a process begun by the internet, AI will rewire our brains, likely inhibiting our ability to think critically, to remember, and even to get along with one another—unless we all take decisive action to prevent this from happening. Much as Michael Lewis’s classic The New New Thing offered a prescient, insightful, and eminently readable account of life inside the dot-com bubble, Mastering AI delivers much-needed guidance for anyone eager to understand the AI boom—and what comes next.

Mastering Quantum Computing

Author : Cybellium Ltd
Publisher : Cybellium Ltd
Page : 420 pages
File Size : 48,5 Mb
Release : 2024-07-01
Category : Computers
ISBN : 9798870768588

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Mastering Quantum Computing by Cybellium Ltd Pdf

Embark on a Journey into the Quantum Frontier with "Mastering Quantum Computing" In the realm of cutting-edge technology, quantum computing stands as a revolutionary frontier that promises to transform the world of computation and problem-solving. Quantum computers harness the power of quantum mechanics to tackle complex calculations that are beyond the reach of classical computers. "Mastering Quantum Computing" is your comprehensive guide to unlocking the potential of quantum computation, providing you with the knowledge, skills, and strategies to navigate this exciting and rapidly evolving field. Your Path to Quantum Computing Excellence Quantum computing is more than just the future; it's the present. Whether you're new to quantum computing or an experienced physicist or computer scientist, this book will empower you to master the art and science of quantum computation. What You Will Discover Quantum Fundamentals: Gain a deep understanding of the principles of quantum mechanics and quantum computing, including quantum bits (qubits) and quantum gates. Quantum Algorithms: Explore groundbreaking quantum algorithms and their applications, from Shor's algorithm for integer factorization to Grover's algorithm for unstructured search. Quantum Hardware: Dive into the world of quantum hardware platforms, including superconducting qubits, trapped ions, and topological qubits. Quantum Software Development: Learn to program quantum computers using quantum programming languages like Qiskit, Cirq, and Quipper. Quantum Cryptography: Discover the principles of quantum cryptography, which promises unbreakable security through the laws of quantum physics. Quantum Future: Explore the potential impact of quantum computing on various industries, from cryptography and materials science to artificial intelligence and drug discovery. Why "Mastering Quantum Computing" Is Essential Comprehensive Coverage: This book provides comprehensive coverage of quantum computing topics, ensuring you have a well-rounded understanding of quantum principles and applications. Expert Guidance: Benefit from insights and advice from experienced quantum physicists, computer scientists, and industry experts who share their knowledge and best practices. Career Advancement: Quantum computing is at the forefront of technological innovation, and this book will help you unlock your full potential in this dynamic field. Stay at the Cutting Edge: In a world where quantum computing is poised to revolutionize multiple industries, mastering quantum computing is vital for staying at the forefront of scientific discovery and technological innovation. Your Gateway to Quantum Computing Mastery "Mastering Quantum Computing" is your passport to excellence in the world of quantum computation. Whether you aspire to be a quantum physicist, quantum software developer, or quantum engineer, this guide will equip you with the skills and knowledge to achieve your goals. "Mastering Quantum Computing" is the ultimate resource for individuals seeking to excel in the world of quantum computation and technology. Whether you are new to quantum computing or looking to enhance your skills, this book will provide you with the knowledge and strategies to become a proficient quantum computing expert. Don't wait; begin your journey to quantum computing mastery today! © 2023 Cybellium Ltd. All rights reserved. www.cybellium.com

Mastering AI (Artificial Intelligence)

Author : Kris Hermans
Publisher : Cybellium Ltd
Page : 213 pages
File Size : 42,7 Mb
Release : 2024-07-01
Category : Computers
ISBN : 9798397525329

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Mastering AI (Artificial Intelligence) by Kris Hermans Pdf

In a world where artificial intelligence is rapidly reshaping every aspect of our lives, "Mastering AI" serves as your definitive guide to understanding and harnessing this transformative technology. This comprehensive manual cuts through the hype, demystifying AI's complexities, and making it accessible to readers across the spectrum of expertise. Author Kris Hermans, a recognized authority in AI for Cybersecurity, expertly navigates the vast landscape of artificial intelligence, blending theoretical foundations with practical applications. Whether you're a beginner eager to grasp the basics or a seasoned professional looking to refine your skills, "Mastering AI" is your roadmap to successfully navigating the fascinating world of AI.

Mastering Kubernetes

Author : Gigi Sayfan
Publisher : Packt Publishing Ltd
Page : 747 pages
File Size : 49,9 Mb
Release : 2023-06-16
Category : Computers
ISBN : 9781804614754

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Mastering Kubernetes by Gigi Sayfan Pdf

Go beyond the basics of Kubernetes and explore more advanced concepts, including Kubernetes in production, governance, serverless computing, and service meshes. Purchase of the print or Kindle book includes a free eBook in PDF format. Key Features Master Kubernetes architecture and design to build, deploy, and secure large-scale distributed systems Learn advanced concepts like autoscaling, multi-cluster management, serverless computing, service meshes and policy engines Explore Kubernetes 1.25 and its rich ecosystem of tools like Kubectl, Krew, K9s, Lens, and Helm Book DescriptionThe fourth edition of the bestseller Mastering Kubernetes includes the most recent tools and code to enable you to learn the latest features of Kubernetes 1.25. This book contains a thorough exploration of complex concepts and best practices to help you master the skills of designing and deploying large-scale distributed systems on Kubernetes clusters. You’ll learn how to run complex stateless and stateful microservices on Kubernetes, including advanced features such as horizontal pod autoscaling, rolling updates, resource quotas, and persistent storage backends. In addition, you’ll understand how to utilize serverless computing and service meshes. Further, two new chapters have been added. “Governing Kubernetes” covers the problem of policy management, how admission control addresses it, and how policy engines provide a powerful governance solution. “Running Kubernetes in Production” shows you what it takes to run Kubernetes at scale across multiple cloud providers, multiple geographical regions, and multiple clusters, and it also explains how to handle topics such as upgrades, capacity planning, dealing with cloud provider limits/quotas, and cost management. By the end of this Kubernetes book, you’ll have a strong understanding of, and hands-on experience with, a wide range of Kubernetes capabilities.What you will learn Learn how to govern Kubernetes using policy engines Learn what it takes to run Kubernetes in production and at scale Build and run stateful applications and complex microservices Master Kubernetes networking with services, Ingress objects, load balancers, and service meshes Achieve high availability for your Kubernetes clusters Improve Kubernetes observability with tools such as Prometheus, Grafana, and Jaeger Extend Kubernetes with the Kubernetes API, plugins, and webhooks Who this book is for If you're a system administrator or cloud developer who wants to become comfortable with Kubernetes and would like to master its advanced features, then this book is for you. Software and DevOps engineers with a working knowledge of Kubernetes, as well as technical managers of Kubernetes-based systems, will also find this book useful. Those deciding on whether to migrate to Kubernetes and are curious about its inner workings will find plenty of answers here as well. Basic familiarity with networking concepts will prove beneficial.

Mastering AI model training

Author : Cybellium Ltd
Publisher : Cybellium Ltd
Page : 272 pages
File Size : 49,9 Mb
Release : 2023-09-05
Category : Computers
ISBN : 9798854979603

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Mastering AI model training by Cybellium Ltd Pdf

Are you ready to take your AI training skills to the next level? In "Mastering AI Model Training" by Kris Hermans, you'll embark on a transformative journey that will empower you to train highly accurate and efficient artificial intelligence models. Uncover Advanced Techniques and Best Practices As AI continues to revolutionize industries, the ability to train powerful and optimized models is paramount. In this comprehensive guide, Kris Hermans reveals the secrets to mastering AI model training. Explore advanced techniques, cutting-edge algorithms, and industry best practices that will propel your AI training expertise to new heights. Become an Expert in Training AI Models Whether you're a seasoned data scientist or a passionate AI enthusiast, this book provides a structured approach to mastering AI model training. Kris Hermans demystifies complex concepts and presents them in a clear and practical manner. Through real-world examples and hands-on exercises, you'll develop the skills and intuition necessary to train AI models that achieve exceptional performance. From Fundamentals to Advanced Topics "Mastering AI Model Training" covers the full spectrum of AI training, starting from the basics of data preprocessing and feature engineering and progressing to advanced topics such as transfer learning, hyperparameter optimization, and model compression. Gain a deep understanding of different training algorithms and architectures, and learn how to adapt them to various domains and use cases. Optimize Training for Performance and Efficiency Discover strategies for improving model performance, reducing training time, and optimizing resource utilization. Explore techniques for handling large datasets, distributed training, and leveraging hardware accelerators such as GPUs and TPUs. With Kris Hermans as your guide, you'll learn how to train models that deliver superior results while maximizing computational efficiency. Practical Applications and Real-World Case Studies Immerse yourself in practical applications of AI model training across industries such as healthcare, finance, manufacturing, and more. Dive into captivating case studies that demonstrate how AI training is transforming businesses and driving innovation. Gain insights into the challenges faced by organizations and learn how they leverage AI training techniques to gain a competitive edge. Ethical Considerations and Responsible AI With great power comes great responsibility. "Mastering AI Model Training" addresses the ethical considerations associated with AI training and highlights the importance of responsible AI practices. Learn how to mitigate biases, ensure fairness, and navigate ethical challenges to build AI models that are not only accurate and efficient but also ethical and trustworthy.

Mastering Large Language Models

Author : Sanket Subhash Khandare
Publisher : BPB Publications
Page : 465 pages
File Size : 48,9 Mb
Release : 2024-03-12
Category : Computers
ISBN : 9789355519658

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Mastering Large Language Models by Sanket Subhash Khandare Pdf

Do not just talk AI, build it: Your guide to LLM application development KEY FEATURES ● Explore NLP basics and LLM fundamentals, including essentials, challenges, and model types. ● Learn data handling and pre-processing techniques for efficient data management. ● Understand neural networks overview, including NN basics, RNNs, CNNs, and transformers. ● Strategies and examples for harnessing LLMs. DESCRIPTION Transform your business landscape with the formidable prowess of large language models (LLMs). The book provides you with practical insights, guiding you through conceiving, designing, and implementing impactful LLM-driven applications. This book explores NLP fundamentals like applications, evolution, components and language models. It teaches data pre-processing, neural networks , and specific architectures like RNNs, CNNs, and transformers. It tackles training challenges, advanced techniques such as GANs, meta-learning, and introduces top LLM models like GPT-3 and BERT. It also covers prompt engineering. Finally, it showcases LLM applications and emphasizes responsible development and deployment. With this book as your compass, you will navigate the ever-evolving landscape of LLM technology, staying ahead of the curve with the latest advancements and industry best practices. WHAT YOU WILL LEARN ● Grasp fundamentals of natural language processing (NLP) applications. ● Explore advanced architectures like transformers and their applications. ● Master techniques for training large language models effectively. ● Implement advanced strategies, such as meta-learning and self-supervised learning. ● Learn practical steps to build custom language model applications. WHO THIS BOOK IS FOR This book is tailored for those aiming to master large language models, including seasoned researchers, data scientists, developers, and practitioners in natural language processing (NLP). TABLE OF CONTENTS 1. Fundamentals of Natural Language Processing 2. Introduction to Language Models 3. Data Collection and Pre-processing for Language Modeling 4. Neural Networks in Language Modeling 5. Neural Network Architectures for Language Modeling 6. Transformer-based Models for Language Modeling 7. Training Large Language Models 8. Advanced Techniques for Language Modeling 9. Top Large Language Models 10. Building First LLM App 11. Applications of LLMs 12. Ethical Considerations 13. Prompt Engineering 14. Future of LLMs and Its Impact

Mastering Azure Machine Learning

Author : Christoph Korner,Marcel Alsdorf
Publisher : Packt Publishing Ltd
Page : 624 pages
File Size : 46,9 Mb
Release : 2022-05-10
Category : Computers
ISBN : 9781803246796

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Mastering Azure Machine Learning by Christoph Korner,Marcel Alsdorf Pdf

Supercharge and automate your deployments to Azure Machine Learning clusters and Azure Kubernetes Service using Azure Machine Learning services Key Features Implement end-to-end machine learning pipelines on Azure Train deep learning models using Azure compute infrastructure Deploy machine learning models using MLOps Book Description Azure Machine Learning is a cloud service for accelerating and managing the machine learning (ML) project life cycle that ML professionals, data scientists, and engineers can use in their day-to-day workflows. This book covers the end-to-end ML process using Microsoft Azure Machine Learning, including data preparation, performing and logging ML training runs, designing training and deployment pipelines, and managing these pipelines via MLOps. The first section shows you how to set up an Azure Machine Learning workspace; ingest and version datasets; as well as preprocess, label, and enrich these datasets for training. In the next two sections, you'll discover how to enrich and train ML models for embedding, classification, and regression. You'll explore advanced NLP techniques, traditional ML models such as boosted trees, modern deep neural networks, recommendation systems, reinforcement learning, and complex distributed ML training techniques - all using Azure Machine Learning. The last section will teach you how to deploy the trained models as a batch pipeline or real-time scoring service using Docker, Azure Machine Learning clusters, Azure Kubernetes Services, and alternative deployment targets. By the end of this book, you'll be able to combine all the steps you've learned by building an MLOps pipeline. What you will learn Understand the end-to-end ML pipeline Get to grips with the Azure Machine Learning workspace Ingest, analyze, and preprocess datasets for ML using the Azure cloud Train traditional and modern ML techniques efficiently using Azure ML Deploy ML models for batch and real-time scoring Understand model interoperability with ONNX Deploy ML models to FPGAs and Azure IoT Edge Build an automated MLOps pipeline using Azure DevOps Who this book is for This book is for machine learning engineers, data scientists, and machine learning developers who want to use the Microsoft Azure cloud to manage their datasets and machine learning experiments and build an enterprise-grade ML architecture using MLOps. This book will also help anyone interested in machine learning to explore important steps of the ML process and use Azure Machine Learning to support them, along with building powerful ML cloud applications. A basic understanding of Python and knowledge of machine learning are recommended.

Mastering hacking with AI

Author : Kris Hermans
Publisher : Cybellium Ltd
Page : 95 pages
File Size : 48,5 Mb
Release : 2024-07-01
Category : Computers
ISBN : 9798399931425

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Mastering hacking with AI by Kris Hermans Pdf

In the rapidly evolving world of cybersecurity, the intersection of hacking and artificial intelligence (AI) has become an arena of immense potential. "Mastering Hacking with AI" by Kris Hermans is your comprehensive guide to harnessing the power of AI for ethical hacking purposes. This groundbreaking book takes you on a transformative journey, equipping you with the knowledge and skills to master the fusion of hacking and AI. Inside this groundbreaking book, you will: Explore the core principles of hacking and AI, including machine learning techniques, natural language processing, anomaly detection, and adversarial attacks, enabling you to develop advanced hacking strategies. Gain hands-on experience through real-world examples, step-by-step tutorials, and AI-driven tools, allowing you to apply AI techniques to identify vulnerabilities, automate penetration testing, and enhance threat intelligence. Understand the ethical implications of AI-driven hacking and learn how to responsibly use AI for cybersecurity purposes, adhering to legal and ethical frameworks. Stay ahead of the curve with discussions on emerging trends in AI and their impact on cybersecurity, such as AI-powered defences, deepfake detection, and autonomous threat hunting.

MNC's Interviews Across Europe and Beyond Mastering to Crack

Author : Gyan Shankar
Publisher : GYAN SHANKAR
Page : 198 pages
File Size : 48,9 Mb
Release : 2023-11-10
Category : Self-Help
ISBN : 8210379456XXX

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MNC's Interviews Across Europe and Beyond Mastering to Crack by Gyan Shankar Pdf

Here are the Winning Expert Strategies to crack Interviews of 13 top global MNCs’ across Europe and beyond i.e., Amazon, Google, Accenture, Deloitte, JP Morgan, P&G, Apple, Microsoft, Barclays, Nestle, Goldman Sachs, Cisco, Sherwin-Williams, and Grant Thornton. The recent interview trend of each MNC has been discussed with questions, tips to answer, and model question-answers. Initial chapters include the Hiring Interview Trends, What to Bring or Not, Dress to Wear, Job Search Preparation, Refining interview skills, and; Ace the phone interview. Freshers, as well as, seniors will find takeaway tips on excelling in interviews i.e., to prepare, present, scale, and get hired. By preparing using the info in this book, you can confidently walk into and out of the interview knowing you put your best foot forward.

The Roadmap to AI Mastery: A Guide to Building and Scaling Projects

Author : Somdip Dey
Publisher : Somdip Dey
Page : 70 pages
File Size : 40,7 Mb
Release : 2024-07-01
Category : Computers
ISBN : 8210379456XXX

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The Roadmap to AI Mastery: A Guide to Building and Scaling Projects by Somdip Dey Pdf

Are you a project or product manager or a tech enthusiast with little to no technical background in AI, but interested in harnessing the power of AI for your company's success? "The Roadmap to AI Mastery: A Guide to Building and Scaling Projects" is the perfect starting point for you. This practical guide, targeted towards project managers, product managers, and AI enthusiasts with non-technical backgrounds, covers everything from the introductory fundamentals of AI to selecting the right framework, creating AI models, overcoming common challenges, and more. Using real-world examples and a friendly tone, this book will help you gain introductory foundational understanding and confidence in building and scaling AI projects for your company's business goals. Don't wait to start your journey to AI mastery.

Mastering Virtual Reality

Author : Cybellium Ltd
Publisher : Cybellium Ltd
Page : 149 pages
File Size : 50,6 Mb
Release : 2024-07-01
Category : Computers
ISBN : 9798866374250

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Mastering Virtual Reality by Cybellium Ltd Pdf

Embark on a Journey into the Immersive World of "Mastering Virtual Reality" In an era of boundless technological innovation, the immersive realm of virtual reality (VR) stands as a frontier of limitless possibilities. "Mastering Virtual Reality" is your ultimate guide to delving into the art and science of creating immersive experiences that blur the line between the digital and the real. Whether you're an aspiring VR creator or a curious enthusiast, this book equips you with the knowledge and skills needed to navigate the intricacies of the captivating virtual world. About the Book: "Mastering Virtual Reality" takes you on an enlightening journey through the intricacies of virtual reality, from foundational concepts to advanced techniques. From hardware to content creation, this book covers it all. Each chapter is meticulously designed to provide both a deep understanding of the concepts and practical applications in real-world scenarios. Key Features: · Foundational Principles: Build a strong foundation by understanding the core principles of virtual reality, including presence, immersion, and interaction. · VR Hardware: Explore a range of VR hardware, from headsets and controllers to motion tracking and haptic devices, understanding their capabilities and limitations. · Content Creation: Dive into the world of content creation for virtual reality, including 3D modeling, animation, sound design, and interactive experiences. · User Experience: Master the art of crafting compelling user experiences in VR, including navigation, user interfaces, and intuitive interactions. · Immersive Environments: Learn how to design and build immersive environments that transport users to diverse virtual worlds, from gaming realms to architectural simulations. · VR Applications: Gain insights into a wide range of VR applications, including education, healthcare, entertainment, training, and beyond. · Interaction Design: Understand the principles of interaction design for VR, including locomotion techniques, gesture recognition, and natural user interfaces. · Challenges and Future Trends: Explore the challenges of VR design, from motion sickness to ethical considerations, and discover emerging trends shaping the future of VR. Who This Book Is For: "Mastering Virtual Reality" is designed for creators, designers, developers, students, and anyone curious about the immersive world of virtual reality. Whether you're seeking to enhance your skills or embark on a journey toward becoming a VR expert, this book provides the insights and tools to navigate the complexities of virtual reality. © 2023 Cybellium Ltd. All rights reserved. www.cybellium.com

Manufacturing Mastery

Author : Rebecca Morgan
Publisher : CRC Press
Page : 157 pages
File Size : 50,9 Mb
Release : 2021-08-31
Category : Business & Economics
ISBN : 9781000428247

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Manufacturing Mastery by Rebecca Morgan Pdf

While there are those who say manufacturing is dying, it is not and will not. Without a universal vow of poverty, growing economies will only increase demand. Manufacturing in the 21st century is not a question of if -- Rather, it is a function of why, what, who, where, and how. The nature and pace of change in those factors are overwhelming many. Fear, futile resistance, and uncertainty are common. While manufacturing will not die, individual manufacturing companies will if they do not learn to thrive in this new world. This book is a dynamic guide for manufacturing leaders who want to reduce the ambiguity and overwhelming changes and develop a realistic, progressive, and responsive thinking process that enables success. It provides a business operating system framework that is the foundation for connecting the many pieces of a manufacturing business into an effective, profitable operation. The author walks through the elements, relationships, capabilities, and mutability 21st-century manufacturing requires. Executives of manufacturing companies will be better able to think about and execute viable strategies leveraging the changing economy. Essentially, manufacturing is becoming increasingly complex, as are business and socioeconomic and political realities. Rapidly evolving technology adds to the confusing environment that precludes “more of the same, better, faster and cheaper” as a workable business strategy. The tsunami of information hitting owners and leaders is overwhelming many, and it is easy to become frozen in place. Economic growth and improving standards of living require that all of this change be broken into bite-size understandable pieces that thaw the minds of executives, allowing them to assess what is best right now, and move forward. This book does not overwhelm with details and models; rather it provides thinking and examples in small chunks that enable manufacturers to develop and master skills for high-level strategic leadership in ambiguity.

Mastering Reinforcement Learning with Python

Author : Enes Bilgin
Publisher : Packt Publishing Ltd
Page : 544 pages
File Size : 41,5 Mb
Release : 2020-12-18
Category : Computers
ISBN : 9781838648497

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Mastering Reinforcement Learning with Python by Enes Bilgin Pdf

Get hands-on experience in creating state-of-the-art reinforcement learning agents using TensorFlow and RLlib to solve complex real-world business and industry problems with the help of expert tips and best practices Key FeaturesUnderstand how large-scale state-of-the-art RL algorithms and approaches workApply RL to solve complex problems in marketing, robotics, supply chain, finance, cybersecurity, and moreExplore tips and best practices from experts that will enable you to overcome real-world RL challengesBook Description Reinforcement learning (RL) is a field of artificial intelligence (AI) used for creating self-learning autonomous agents. Building on a strong theoretical foundation, this book takes a practical approach and uses examples inspired by real-world industry problems to teach you about state-of-the-art RL. Starting with bandit problems, Markov decision processes, and dynamic programming, the book provides an in-depth review of the classical RL techniques, such as Monte Carlo methods and temporal-difference learning. After that, you will learn about deep Q-learning, policy gradient algorithms, actor-critic methods, model-based methods, and multi-agent reinforcement learning. Then, you'll be introduced to some of the key approaches behind the most successful RL implementations, such as domain randomization and curiosity-driven learning. As you advance, you’ll explore many novel algorithms with advanced implementations using modern Python libraries such as TensorFlow and Ray’s RLlib package. You’ll also find out how to implement RL in areas such as robotics, supply chain management, marketing, finance, smart cities, and cybersecurity while assessing the trade-offs between different approaches and avoiding common pitfalls. By the end of this book, you’ll have mastered how to train and deploy your own RL agents for solving RL problems. What you will learnModel and solve complex sequential decision-making problems using RLDevelop a solid understanding of how state-of-the-art RL methods workUse Python and TensorFlow to code RL algorithms from scratchParallelize and scale up your RL implementations using Ray's RLlib packageGet in-depth knowledge of a wide variety of RL topicsUnderstand the trade-offs between different RL approachesDiscover and address the challenges of implementing RL in the real worldWho this book is for This book is for expert machine learning practitioners and researchers looking to focus on hands-on reinforcement learning with Python by implementing advanced deep reinforcement learning concepts in real-world projects. Reinforcement learning experts who want to advance their knowledge to tackle large-scale and complex sequential decision-making problems will also find this book useful. Working knowledge of Python programming and deep learning along with prior experience in reinforcement learning is required.

Mastering the Modern Data Stack

Author : Nick Jewell, PhD
Publisher : TinyTechMedia LLC
Page : 129 pages
File Size : 47,7 Mb
Release : 2023-09-28
Category : Computers
ISBN : 9798985822786

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Mastering the Modern Data Stack by Nick Jewell, PhD Pdf

In the age of digital transformation, becoming overwhelmed by the sheer volume of potential data management, analytics, and AI solutions is common. Then it's all too easy to become distracted by glossy vendor marketing, and then chase the latest shiny tool, rather than focusing on building resilient, valuable platforms that will outperform the competition. This book aims to fix a glaring gap for data professionals: a comprehensive guide to the full Modern Data Stack that's rooted in real-world capabilities, not vendor hype. It is full of hard-earned advice on how to get maximum value from your investments through tangible insights, actionable strategies, and proven best practices. It comprehensively explains how the Modern Data Stack is truly utilized by today's data-driven companies. Mastering the Modern Data Stack: An Executive Guide to Unified Business Analytics is crafted for a diverse audience. It's for business and technology leaders who understand the importance and potential value of data, analytics, and AI—but don’t quite see how it all fits together in the big picture. It's for enterprise architects and technology professionals looking for a primer on the data analytics domain, including definitions of essential components and their usage patterns. It's also for individuals early in their data analytics careers who wish to have a practical and jargon-free understanding of how all the gears and pulleys move behind the scenes in a Modern Data Stack to turn data into actual business value. Whether you're starting your data journey with modest resources, or implementing digital transformation in the cloud, you'll find that this isn't just another textbook on data tools or a mere overview of outdated systems. It's a powerful guide to efficient, modern data management and analytics, with a firm focus on emerging technologies such as data science, machine learning, and AI. If you want to gain a competitive advantage in today’s fast-paced digital world, this TinyTechGuide™ is for you. Remember, it’s not the tech that’s tiny, just the book!™