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Deadly Force: Police Shootings in Urban America by Tom S. Clark, Adam N. Glynn, Michael Leo Owens
English | June 03, 2025 | ISBN: 9780691260839 | 307 pages | True EPUB | 25.3 MB
A groundbreaking study of when, where, and whom police shoot in America's largest cities

Police shootings in America spark outrage and protest and raise questions about police use of lethal force. Yet despite the attention given to high-profile shootings, it is extremely difficult to draw wider conclusions about the frequency and outcomes of police gunfire because there is no systematic and centralized source of information on these incidents. This pioneering book draws on original data, compiled by the authors, to examine police shootings, both fatal and non-fatal, in hundreds of American cities. It documents racial disparities in shooting incidents and shows that the media spotlight on the most shocking fatal shootings tell only part of the story of police gunfire in our cities.
The authors find that there are patterns in when, where, and whom the police shoot, and they present strong evidence of unjustifiable disparities. It's not just that young, unarmed Black men are disproportionately subjected to gunfire during encounters with police officers; there is also a disproportionate concentration of shootings in the places where most Black and Hispanic urbanites live, even accounting for violent crime rates and other factors. As a consequence, Black and Hispanic residents of large cities are disproportionately exposed to police gunfire, even when they are not themselves the targets of it. The authors offer other insights as well, exploring the connection between police department funding and rates of shootings, and considering the influence of a city's political leadership on police use of gunfire. It is only through a deeper understanding of police shootings, the authors argue, that we can reduce their incidence and make effective reform possible.

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Deal Making: The Secrets Of Successful Negotiations
English | 2025 | ISBN: 1800617127 | 198 Pages | PDF (True) | 5.4 MB
Deal Making: The Secrets of Successful Negotiations is a practical guide for business students and professionals alike, structured around the author's insightful 6-phase model of successful negotiations. As a former managing director at leading automobile and railway manufacturers, the extreme pressure of difficult and lengthy negotiations with hundreds of millions of euros at stake was everyday life for Professor Marc Helmold. He has turned his extensive industry experience into a structured and logical 6-phase negotiation framework that will help readers at all points in the value chain achieve breakthroughs and success in every negotiation.Alongside clear and informative explanations of the fundamental concepts and theories underlying business negotiations, the book offers detailed guidance on the techniques, principles, and strategies that every accomplished negotiator should have in their toolbelt. Emphasising the importance of thorough preparation, the will to succeed, effective communication skills and a proactive approach to conflict resolution, it highlights the key elements that drive success in this arena. The book is an invaluable resource for negotiators in any context, providing indispensable insider knowledge on the techniques employed by top professionals, all presented in a concise and accessible style focused on real-world applicability.

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Debt Isn't Your Destiny: How to Reclaim Your Future, Rebuild Confidence, and Create a Real Life-Even with Student Loans by Alex Monroe
English | March 26, 2025 | ISBN: N/A | ASIN: B0F2R1TTRN | 110 pages | EPUB | 0.67 Mb
Are you a recent college graduate overwhelmed by student loan debt, stuck between survival mode and the life you were promised?

Debt Isn't Your Destiny is the judgment-free, heartfelt, and empowering financial guide every young adult needs-but few receive. Written for those who feel stuck under the weight of student debt, this book delivers more than money tips. It offers clarity, emotional healing, and a step-by-step roadmap to help you reclaim your future.
Whether you're navigating anxiety around debt repayment, unsure how to budget without giving up joy, or wondering if you'll ever be able to travel, buy a home, or build a life that feels like yours-this book meets you where you are, with compassion, humor, and real-life strategies that actually work.
Inside, you'll learn how to:Heal your relationship with money and let go of debt shameCreate a values-based budget that supports your mental health and your goalsBuild sustainable income without burnout or hustle culture pressureStart investing and saving, even while making minimum paymentsRedefine success on your own terms-without waiting to be debt-freeFind supportive community and mentorship to stay motivated and groundedTake back your confidence, agency, and future, no matter how you startedPerfect for readers searching for:How to manage student loans after collegeBooks for young adults struggling with debtFinancial wellness books for recent gradsHow to budget and save with student loansOvercoming debt shame and money anxietyRebuilding confidence after graduationThis is not your typical personal finance book. It's a life-affirming, radically honest, and deeply practical guide for anyone who's ever looked at their student loan balance and wondered, "Will I ever feel okay again?"
You will.
You're not broken. You're not failing. You're not behind.
And your best chapter is still waiting to be written.

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Debugging and Testing from Scratch: A Practical Guide with Examples
English | 2025 | ISBN: B0F4RNQDVY | Pages: 286 | EPUB (True) | 3.89 MB
"Debugging and Testing from Scratch: A Practical Guide with Examples" is an indispensable resource designed to equip software developers with the essential tools and techniques needed to produce high-quality, reliable software. This comprehensive guide delivers in-depth coverage of foundational concepts, from understanding software errors to effectively setting up testing environments. Each chapter is meticulously crafted to build upon the previous one, ensuring that readers gain a holistic understanding of debugging and testing methodologies crucial for the software development lifecycle.

Structured to benefit both novices and seasoned professionals, the book delves deeply into practical aspects of debugging, such as using breakpoints, logging, and instrumentation to diagnose issues effectively. Readers will explore advanced topics like memory diagnostics, concurrency debugging, and the integration of automated testing into CI/CD pipelines. With a dedicated focus on real-world applications, it provides actionable strategies for designing test cases, organizing test suites, and executing security testing, ensuring comprehensive software evaluation and enhancement.
As new technologies and methodologies continue to emerge, this book remains at the forefront, introducing readers to the latest tools and frameworks in the field. The concluding chapters offer insights into future trends and the ethical considerations of debugging and testing, encouraging professionals to adopt sustainable and responsible development practices. Whether you are a developer seeking to refine your expertise or a quality assurance professional aiming to enhance your technical acumen, this guide offers invaluable knowledge to advance your career in software engineering.

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Debunking C++ Myths: Embark on an insightful journey to uncover the truths behind popular C++ myths and misconceptions
English | 2024 | ISBN: B0DNPY9G6M | Pages: 226 | Mobi | 3.53 MB
Explore the origins of C++ myths and their relevance today, learn to sidestep common pitfalls, and adopt modern best practices to master the evolving C++ programming landscape

Key Features
Trace the origins of C++ misconceptions and understand why they persist
Learn to avoid pitfalls caused by misunderstood C++ standards
Leverage the lesser-known features of the C++ programming language
Purchase of the print or Kindle book includes a free PDF eBook
Book Description
Think you know C++? Think again.
For decades, C++ has been clouded by myths and misunderstandings-from its early design decisions to misconceptions that still linger today. Claims like "C++ is too hard to learn" or "C++ is obsolete" are often rooted in some truth, but they are outdated and fail to capture the language's ongoing evolution and modern capabilities.
Written by industry veterans with over 40 years of combined experience, this book uncovers the myths, exploring their origins and relevance in the context of today's C++ landscape. It equips you with a deeper understanding of advanced features and best practices to elevate your projects. Each chapter tackles a specific misconception, shedding light on C++'s modern features, such as smart pointers, lambdas, and concurrency. You'll learn practical strategies to navigate common challenges like code portability and compiler compatibility, as well as how to incorporate modern best practices into your C++ codebase to optimize performance and future-proof your projects.
By the end of this book, you'll have a comprehensive understanding of C++'s evolution, equipping you to make informed decisions and harness its powerful features to enhance your skills, coding practices, and projects.
What you will learn
Comprehend the history of C++ and the design decisions that shape modern challenges
Master program flow and its underlying principles to resolve issues effectively
Tackle incompatibility across compilers and platforms with ease
Identify issues and avoid writing code that may lead to undefined behavior
Explore advanced C++ features not typically covered in academia
Address concerns about compiler code generation and optimizations
Understand why undefined behavior remains intentionally undefined
Who this book is for
This book is for intermediate-to-advanced C++ developers looking to deepen their understanding of the language's complexities. It is perfect for coders eager to avoid common mistakes, hackers, scholars with a sense of humor, or anyone with an interest in C++. Programmers who want to expand their knowledge, refine existing skills, explore new paradigms, or dive into the nuances of C++, will find valuable insights. Technical leads and software engineering managers adopting new technologies or navigating the C++ ecosystem will also benefit from this book.
Table of Contents
C++ Is Very Difficult to Learn
Every C++ Program Is Standard-Compliant
There's a Single C++, and It Is Object-Oriented
The Main() Function Is the Entry Point to Your Application
In a C++ Class, Order Must There Be
C++ Is Not Memory-Safe
There's No Simple Way to Do Parallelism and Concurrency in C++
The Fastest C++ Code Is Inline Assembly
C++ Is Beautiful
There Are No Libraries For Modern Programming in C++
C++ Is Backward Compatible ... Even with C
Rust Will Replace C++

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Decentralized Futures: Navigating Daily Life with AI and Blockchain
English | 2025 | ISBN: 9798231671984 | Pages: | EPUB (True) | 479.07 KB
This in-depth exploration delves into the dynamic intersection of artificial intelligence and blockchain technology, offering a comprehensive overview of how these emerging innovations are revolutionizing the digital landscape. Starting with foundational concepts like decentralization and the role of AI and blockchain in daily life, the guide examines key topics such as decentralized AI networks, autonomous smart contracts, AI-driven trading bots, and AI-enhanced DeFi platforms. It also covers advanced subjects including crypto-based AI investment funds, AI-powered credit scoring, tokenized AI services, blockchain-based identity verification, and privacy-preserving AI techniques. Additionally, the publication addresses critical issues like fraud detection, data ownership, ethical considerations, and the future outlook of decentralized technologies. Designed for technologists, investors, regulators, and enthusiasts, this resource provides insights into the opportunities, challenges, and ethical implications of integrating AI and blockchain, ultimately shaping a more decentralized, secure, and innovative digital future.

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Deciphering Quantum Mechanics
English | 2024 | ISBN: B0D32KD8RR | Pages: 222 | EPUB (True) | 719.93 KB
Discover the secrets of the subatomic universe on an exciting journey through the fundamental principles of quantum mechanics. This book pulls back the curtain on a world where reality surpasses fiction, where particles can exist simultaneously in multiple states through superposition and be entangled across cosmic distances, challenging our understanding of space and time. Through clear exposition requiring no prior knowledge, readers will delve into concepts such as wave-particle duality, Heisenberg's uncertainty principle, and Schrödinger's intriguing wave function, which are the foundation of revolutionary technologies in quantum computing and cryptography. This work not only provides a solid understanding of theoretical foundations but also explores the philosophical and practical implications these have on our daily lives and how they are shaping the future of science and technology. Perfect for students, enthusiasts, and anyone interested in the mysteries of quantum behavior, this book is an essential guide to understanding how quantum concepts are transforming our world.

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Decoding Large Language Models: An exhaustive guide to understanding, implementing, and optimizing LLMs for NLP applications
English | 2024 | ISBN: B0D8K6NQJW | Pages: 725 | PDF | 5.65 MB
Ever wondered how large language models (LLMs) work and how they're shaping the future of artificial intelligence? Written by a renowned author and AI, AR, and data expert, Decoding Large Language Models is a combination of deep technical insights and practical use cases that not only demystifies complex AI concepts, but also guides you through the implementation and optimization of LLMs for real-world applications.

You'll learn about the structure of LLMs, how they're developed, and how to utilize them in various ways. The chapters will help you explore strategies for improving these models and testing them to ensure effective deployment. Packed with real-life examples, this book covers ethical considerations, offering a balanced perspective on their societal impact. You'll be able to leverage and fine-tune LLMs for optimal performance with the help of detailed explanations. You'll also master techniques for training, deploying, and scaling models to be able to overcome complex data challenges with confidence and precision. This book will prepare you for future challenges in the ever-evolving fields of AI and NLP.
By the end of this book, you'll have gained a solid understanding of the architecture, development, applications, and ethical use of LLMs and be up to date with emerging trends, such as GPT-5.

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Decoding Large Language Models: An exhaustive guide to understanding, implementing, and optimizing LLMs for NLP applications
English | 2024 | ASIN: B0D8K6NQJW | 725 pages | EPUB (True) | 5.81 MB
Explore the architecture, development, and deployment strategies of large language models to unlock their full potential

Key Features
Gain in-depth insight into LLMs, from architecture through to deployment
Learn through practical insights into real-world case studies and optimization techniques
Get a detailed overview of the AI landscape to tackle a wide variety of AI and NLP challenges
Purchase of the print or Kindle book includes a free PDF eBook
Book Description
Ever wondered how large language models (LLMs) work and how they're shaping the future of artificial intelligence? Written by a renowned author and AI, AR, and data expert, Decoding Large Language Models is a combination of deep technical insights and practical use cases that not only demystifies complex AI concepts, but also guides you through the implementation and optimization of LLMs for real-world applications.
You'll learn about the structure of LLMs, how they're developed, and how to utilize them in various ways. The chapters will help you explore strategies for improving these models and testing them to ensure effective deployment. Packed with real-life examples, this book covers ethical considerations, offering a balanced perspective on their societal impact. You'll be able to leverage and fine-tune LLMs for optimal performance with the help of detailed explanations. You'll also master techniques for training, deploying, and scaling models to be able to overcome complex data challenges with confidence and precision. This book will prepare you for future challenges in the ever-evolving fields of AI and NLP.
By the end of this book, you'll have gained a solid understanding of the architecture, development, applications, and ethical use of LLMs and be up to date with emerging trends, such as GPT-5.
What you will learn
Explore the architecture and components of contemporary LLMs
Examine how LLMs reach decisions and navigate their decision-making process
Implement and oversee LLMs effectively within your organization
Master dataset preparation and the training process for LLMs
Hone your skills in fine-tuning LLMs for targeted NLP tasks
Formulate strategies for the thorough testing and evaluation of LLMs
Discover the challenges associated with deploying LLMs in production environments
Develop effective strategies for integrating LLMs into existing systems
Who this book is for
If you're a technical leader working in NLP, an AI researcher, or a software developer interested in building AI-powered applications, this book is for you. To get the most out of this book, you should have a foundational understanding of machine learning principles; proficiency in a programming language such as Python; knowledge of algebra and statistics; and familiarity with natural language processing basics.
Table of Contents
LLM Architecture
How LLMs Make Decisions
The Mechanics of Training LLMs
Advanced Training Strategies
Fine-Tuning LLMs for Specific Applications
Testing and Evaluating LLMs
Deploying LLMs in Production
Strategies for Integrating LLMs
Optimization Techniques for Performance
Advanced Optimization and Efficiency
LLM Vulnerabilities, Biases, and Legal Implications
Case Studies - Business Applications and ROI
The Ecosystem of LLM Tools and Frameworks
Preparing for GPT-5 and Beyond
Conclusion and Looking Forward

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Decoding the Skies: Techniques to Distinguish Accurate Data from Noise by Barrett Williams, ChatGPT ChatGPT
English | November 1, 2024 | ISBN: N/A | ASIN: B0DLQXF1CQ | 146 pages | EPUB | 1.08 Mb
Unlock the secrets of the sky with "Decoding the Skies," the ultimate guide to understanding the intricate world of satellite and aircraft signal analysis. This comprehensive eBook takes you on a journey through the expansive realm of signal analysis, offering invaluable insights and practical techniques for enthusiasts and professionals alike.

Begin with an immersive introduction to the world above, where you'll explore the diverse signals transmitted by satellites and aircraft. Understand the critical importance of accuracy, as even the smallest false positive can have significant implications.
Dive deep into the fundamentals of signal processing, where you'll uncover the properties, tools, and techniques essential for accurate analysis. Tackle the challenges head-on, learning to differentiate between noise and valuable data, and understand the true nature and impact of false positives within aerospace and telecommunications.
Advance your knowledge with cutting-edge filtering techniques, including the application of Kalman filters and the transformative role of machine learning. Navigate through the complexities of signal contextualization, grasping the importance of geospatial and temporal dynamics.
Explore specialized domains such as satellite and aircraft signals, overcoming common misinterpretations and mastering radar and communication signals. Real-world case studies reveal powerful strategies to minimize false positives, ensuring precision and reliability in signal detection.
Stay ahead of the curve by delving into innovations and future trends, from AI to emerging technologies that are shaping the future of signal analysis. Gain application-specific insights for telecommunications and aerospace, while understanding the critical role of human factors, teamwork, and intuitive skills.
End with a reflective examination of ethical considerations, balancing privacy with performance, and fostering responsible signal data usage. Conclude your exploration with synthesized insights and actionable strategies, paving the path forward for enhanced accuracy in signal analysis. "Decoding the Skies" is your essential companion on this enlightening journey through the airwaves.

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Decoding Your Dollars: A No-Stress Guide to Managing Your Money by Aishik Dutta
English | April 1, 2025 | ISBN: N/A | ASIN: B0F3FS5L7D | 150 pages | EPUB | 0.27 Mb
Unlock the secrets to mastering your money with this no-stress guide designed to transform your financial life. Whether you're just starting your journey or looking to refine your existing strategies, this book offers a clear, approachable roadmap to understanding and managing your finances.

Inside, you'll discover practical advice on assessing your current financial situation and setting realistic goals, all explained in everyday language. Learn to create a personalized spending plan that empowers you to track your expenses, prioritize your needs, and adjust to life's unexpected twists with confidence.
The book dives deep into effective debt management strategies, equipping you with proven methods to reduce liabilities and prevent future financial pitfalls. Explore how to harness the power of saving and investing to build wealth over time, and understand the essential differences between a secure savings plan and strategic investments that grow with you.
Additionally, you'll gain insights into safeguarding your financial future through smart risk management and tailored insurance solutions. Whether it's planning for major life transitions like starting a family, buying a home, or preparing for retirement, this guide provides actionable steps to ensure you're ready for every financial milestone.
Finally, discover how to cultivate a healthy relationship with money by overcoming emotional barriers and developing habits that promote long-term financial well-being. With a blend of expert advice and real-world examples, this book is your ultimate resource for creating a secure, prosperous future-one thoughtful decision at a time.
Step into a world where financial management isn't intimidating, but empowering. Transform your money mindset and take control of your financial destiny today!

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Deep Learning: A Comprehensive Guide to Artificial Intelligence Technology, Exploring Neural Networks, Machine Learning, and Data Science for Success
English | 2025 | ISBN: 9798231968305 | Pages: 106 | EPUB (True) | 497.07 KB
Unlock the Future of Technology with Deep Learning!

Are you ready to dive into the world of artificial intelligence but feel overwhelmed by complex terms and concepts? Do you struggle to find a clear, practical guide to help you master deep learning and machine learning? Deep Learning: A Comprehensive Guide to Artificial Intelligence Technology is your answer. This book breaks down the intricacies of neural networks, machine learning, and data science into easily digestible concepts, empowering you to harness the potential of AI for your success!
About This Book:
Learn the fundamentals of deep learning and artificial intelligence technology.
Understand the core concepts of neural networks, machine learning, and data science.
Gain practical knowledge to apply AI in real-world scenarios and industries.
Explore hands-on examples and case studies to deepen your understanding.
Master the techniques to build smarter, data-driven solutions.
Perfect for beginners and those looking to enhance their AI expertise.
Transform your skills to stay ahead in the rapidly evolving tech landscape.
Don't miss out on the chance to transform your understanding of AI! Buy now and unlock the future of technology with deep learning.

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Deep Learning and AI Superhero: Mastering TensorFlow, Keras, and PyTorch: Advanced Machine Learning and AI, Neural Networks, and Real-World Projects
English | 2024 | ASIN: B0DJMRFBFZ | Mastering the AI Revolution | EPUB (True) | 13.70 MB
This Book grants Free Access to our e-learning Platform, which includes:

✅ Free Repository Code with all code blocks used in this book
✅ Access to Free Chapters of all our library of programming published books
✅ Free premium customer support
✅ Much more...
Unleash Your AI Superpowers with Deep Learning
Deep learning is transforming industries by enabling machines to see, hear, and understand the world. With Deep Learning and AI Superhero: Mastering Deep Learning with TensorFlow, Keras, and PyTorch, you will learn how to build state-of-the-art deep learning models using the most powerful frameworks available.
Whether you're an experienced machine learning practitioner or just starting with deep learning, this book equips you with the tools and knowledge to tackle the most complex AI challenges.
What You Will Learn
Master Neural Networks and Deep Learning
Understand how neural networks work and explore the core principles of deep learning. Learn to build and train models that can recognize patterns, classify data, and solve complex tasks using backpropagation, gradient descent, and more.
Harness the Power of TensorFlow, Keras, and PyTorch
Build deep learning models with TensorFlow 2.x, the world's most powerful AI platform. Use Keras for quick, high-level modeling, and explore PyTorch for flexible, research-driven experimentation. You'll learn to apply each framework to build, train, and deploy deep learning models.
Advanced AI Techniques
Go beyond the basics and dive deep into advanced architectures:
Convolutional Neural Networks (CNNs) for image classification.
Recurrent Neural Networks (RNNs) and LSTMs for sequential data and time series.
Transformer models for state-of-the-art natural language processing (NLP) tasks.
Cutting-Edge AI Applications
Master the latest AI techniques, including Generative Adversarial Networks (GANs), Autoencoders, and Transfer Learning. Build AI systems capable of generating new data, improving model accuracy, and tackling high-level tasks.
Hands-On Projects for Practical Learning
Apply deep learning techniques to real-world problems with hands-on projects:
Image Classification with CNNs: Train models for image recognition and object detection.
Sentiment Analysis: Use Transformer models to analyze and generate text.
Time Series Forecasting with RNNs: Build models to predict future trends based on historical data.
Image Generation with GANs: Create AI systems that generate new, realistic images.
These projects help you solidify your deep learning knowledge and gain practical experience in solving real-world AI problems.
Who Is This Book For?
Data scientists and machine learning engineers looking to master deep learning techniques.
AI enthusiasts ready to expand their skillset and work with the most cutting-edge tools in AI.
Developers and engineers who want to build and deploy advanced AI systems.
Whether you're looking to elevate your AI expertise or break into the world of deep learning, this book gives you everything you need to become a deep learning and AI superhero.
Take Your Deep Learning Skills to the Next Level
With Deep Learning and AI Superhero: Mastering Deep Learning with TensorFlow, Keras, and PyTorch, you'll be prepared to build sophisticated AI systems, apply deep learning to complex problems, and push the boundaries of artificial intelligence.

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[booksz]

Deep Learning for Physics Research using Python: A Comprehensive Guide to Modern AI Techniques in Scientific Discovery
English | 2025 | ASIN: B0F9XP4GPT | 1597 pages | EPUB (True) | 12.33 MB
Deep Learning for Physics Research using Python: A Comprehensive Guide to Modern AI Techniques in Scientific Discovery is the definitive resource for physicists, researchers, and students seeking to harness the transformative power of artificial intelligence in scientific research. This comprehensive guide bridges the gap between cutting-edge deep learning methodologies and practical physics applications, providing hands-on implementation using Python and modern frameworks like TensorFlow, PyTorch, and Keras.

The book systematically covers 14 essential chapters, from foundational neural network concepts to advanced architectures including Physics-Informed Neural Networks (PINNs), Graph Neural Networks, and Transformer models. Readers will master convolutional networks for detector data analysis, recurrent networks for time series physics, generative models for synthetic data creation, and uncertainty quantification techniques crucial for scientific validity.
Each chapter features detailed Python implementations, real-world case studies from particle physics to climate modeling, and practical exercises with downloadable code and datasets. The text emphasizes physics-specific considerations including conservation laws, symmetry preservation, and experimental uncertainty handling. Advanced topics include automated experiment design, quantum-classical hybrid networks, and ethical AI deployment in research environments.
Whether you're analyzing cosmic ray data, predicting material properties, or developing digital twins for complex systems, this book provides the essential knowledge and practical tools to revolutionize your physics research through modern AI techniques.

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[booksz]

Deep Learning with MXNet Cookbook: Discover an extensive collection of recipes for creating and implementing AI models on MXNet
English | 2023 | ISBN: B0C2QKYT8W | Pages: 576 | EPUB (True) | 8.10 MB
Gain practical, recipe-based insights into the world of deep learning using Apache MXNet for flexible and efficient research prototyping, training, and deployment to production.

Key Features
A step-by-step tutorial towards using MXNet products to create scalable deep learning applications
Implement tasks such as transfer learning, transformers, and more with the required speed and scalability
Analyze the performance of models and fine-tune them for accuracy, scalability, and speed
Book Description
MXNet is an open-source deep learning framework that allows you to train and deploy neural network models and implement state-of-the-art (SOTA) architectures in CV, NLP, and more. With this cookbook, you will be able to construct fast, scalable deep learning solutions using Apache MXNet.
This book will start by showing you the different versions of MXNet and what version to choose before installing your library. You will learn to start using MXNet/Gluon libraries to solve classification and regression problems and get an idea on the inner workings of these libraries. This book will also show how to use MXNet to analyze toy datasets in the areas of numerical regression, data classification, picture classification, and text classification. You'll also learn to build and train deep-learning neural network architectures from scratch, before moving on to complex concepts like transfer learning. You'll learn to construct and deploy neural network architectures including CNN, RNN, LSTMs, Transformers, and integrate these models into your applications.
By the end of the book, you will be able to utilize the MXNet and Gluon libraries to create and train deep learning networks using GPUs and learn how to deploy them efficiently in different environments.
What you will learn
Understand MXNet and Gluon libraries and their advantages
Build and train network models from scratch using MXNet
Apply transfer learning for more complex, fine-tuned network architectures
Solve modern Computer Vision and NLP problems using neural network techniques
Train and evaluate models using GPUs and learn how to deploy them
Explore state-of-the-art models with GPUs and leveraging modern optimization techniques
Improve inference run-times and deploy models in production
Who this book is for
This book is ideal for Data scientists, machine learning engineers, and developers who want to work with Apache MXNet for building fast, scalable deep learning solutions. The reader is expected to have a good understanding of Python programming and a working environment with Python 3.6+. A good theoretical understanding of mathematics for deep learning will be beneficial.
Table of Contents
Up and Running with MXNet
Working with MXNet and Visualizing Datasets - Gluon and DataLoader
Solving Regression Problems
Solving Classification Problems
Analyzing images with Computer Vision
Understanding text with Natural Language Processing
Optimizing Models with Transfer Learning and Fine-Tuning
Improving Training Performance with MXNet
Improving Inference Performance with MXNet

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