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Free Download Mastering NLP from Foundations to LLMs: Apply advanced rule-based techniques to LLMs and solve real-world business problems using Python by Lior Gazit, Meysam Ghaffari English | April 26, 2024 | ISBN: 1804619183 | 340 pages | EPUB | 10 Mb Enhance your NLP proficiency with modern frameworks like LangChain, explore mathematical foundations and code samples, and gain expert insights into current and future trends Key FeaturesLearn how to build Python-driven solutions with a focus on NLP, LLMs, RAGs, and GPTMaster embedding techniques and machine learning principles for real-world applicationsUnderstand the mathematical foundations of NLP and deep learning designsPurchase of the print or Kindle book includes a free PDF eBookBook Description Do you want to master Natural Language Processing (NLP) but don't know where to begin? This book will give you the right head start. Written by leaders in machine learning and NLP, Mastering NLP from Foundations to LLMs provides an in-depth introduction to techniques. Starting with the mathematical foundations of machine learning (ML), you'll gradually progress to advanced NLP applications such as large language models (LLMs) and AI applications. You'll get to grips with linear algebra, optimization, probability, and statistics, which are essential for understanding and implementing machine learning and NLP algorithms. You'll also explore general machine learning techniques and find out how they relate to NLP. Next, you'll learn how to preprocess text data, explore methods for cleaning and preparing text for analysis, and understand how to do text classification. You'll get all of this and more along with complete Python code samples. By the end of the book, the advanced topics of LLMs' theory, design, and applications will be discussed along with the future trends in NLP, which will feature expert opinions. You'll also get to strengthen your practical skills by working on sample real-world NLP business problems and solutions. What you will learnMaster the mathematical foundations of machine learning and NLP Implement advanced techniques for preprocessing text data and analysis Design ML-NLP systems in PythonModel and classify text using traditional machine learning and deep learning methodsUnderstand the theory and design of LLMs and their implementation for various applications in AIExplore NLP insights, trends, and expert opinions on its future direction and potentialWho this book is for This book is for deep learning and machine learning researchers, NLP practitioners, ML/NLP educators, and STEM students. Professionals working with text data as part of their projects will also find plenty of useful information in this book. Beginner-level familiarity with machine learning and a basic working knowledge of Python will help you get the best out of this book. Table of ContentsNavigating the NLP Landscape: A comprehensive introductionMastering Linear Algebra, Probability, and Statistics for Machine Learning and NLPUnleashing Machine Learning Potentials in NLPStreamlining Text Preprocessing Techniques for Optimal NLP PerformanceEmpowering Text Classification: Leveraging Traditional Machine Learning TechniquesText Classification Reimagined: Delving Deep into Deep Learning Language ModelsDemystifying Large Language Models: Theory, Design, and Langchain ImplementationAccessing the Power of Large Language Models: Advanced Setup and Integration with RAGExploring the Frontiers: Advanced Applications and Innovations Driven by LLMsRiding the Wave: Analyzing Past, Present, and Future Trends Shaped by LLMs and AIExclusive Industry Insights: Perspectives and Predictions from World Class Experts Rapidgator https://rg.to/file/e45e15bf3edbd8909d47794e62a46f23/hjylu.rar.html TakeFile https://takefile.link/nyxye2fkbvk5/hjylu.rar.html Links are Interchangeable - Single Extraction

Free Download Mastering MySQL Administration: High Availability, Security, Performance, and Efficiency by Y V Ravi Kumar, Arun Kumar Samayam, Naresh Kumar Miryala English | May 3, 2024 | ISBN: 8868802511 | 757 pages | PDF | 18 Mb This book is your one-stop resource on MySQL database installation and server management for administrators. It covers installation, upgrades, monitoring, high availability, disaster recovery, security, and performance and troubleshooting. You will become fluent in MySQL 8.2, the latest version of the highly scalable and robust relational database system. With a hands-on approach, the book offers step-by-step guidance on installing, upgrading, and establishing robust high availability and disaster recovery capabilities for MySQL databases. It also covers high availability with InnoDB and NDB clusters, MySQL routers and enterprise MySQL tools, along with robust security design and performance techniques. Throughout, the authors punctuate concepts with examples taken from their experience with large-scale implementations at companies such as Meta and American Airlines, anchoring this practical guide to MySQL 8.2 administration in the real world. What YouWill LearnUnderstand MySQL architecture and best practices for administration of MySQL serverConfigure high availability, replication, disaster recovery with InnoDB and NDB enginesBack up and restore with MySQL utilities and tools, and configure the database for zero data lossTroubleshoot with steps for real-world critical errors and detailed solutions Who This Book Is For Technical professionals, database administrators, developers, and engineers seeking to optimize MySQL databases for scale, security, and performance Rapidgator https://rg.to/file/48590580c2a4ebcc3810047ce0c80daf/yh6jg.rar.html TakeFile https://takefile.link/im53gbyd5nag/yh6jg.rar.html Links are Interchangeable - Single Extraction

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Free Download Ralph Roberts, "Mastering Media with the Raspberry Pi: Media Centers, Music, High End Audio, Video, and Ultimate Movie Nights" English | ISBN: 1484227271 | 2017 | 237 pages | AZW3 | 6 MB Create and maintain Raspberry Pi-based entertainment systems in a comprehensive and fun manner. Instead of front-loading a bunch of theory and minutia, this book takes a more practical approach of showing what's needed when it's needed. You'll first explore the possibilities and options available. Then you'll learn the hardware and software requirements based on various builds and projects. Finally, you'll be guided through building media centers, music players, recording studios, etc. Mastering Media with the Raspberry Pi presents all of this and more in an easy-to-understand-and-accomplish way, in plain English. What you'll learn: Choose the right Pi model for your project Read more Rapidgator https://rg.to/file/43b9e1edf00cb89fe403bc17e9bfab58/gfp8s.rar.html TakeFile https://takefile.link/p57ng0kehumz/gfp8s.rar.html Links are Interchangeable - Single Extraction

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Free Download Mastering Julia - Second Edition: Enhance your analytical and programming skills for data modeling and processing with Julia by Malcolm Sherrington English | January 19, 2024 | ISBN: 1805129791 | 506 pages | PDF | 48 Mb A hands-on, code-based guide to leveraging Julia in a variety of scientific and data-driven scenarios Key FeaturesAugment your basic computing skills with an in-depth introduction to JuliaFocus on topic-based approaches to scientific problems and visualisationBuild on prior knowledge of programming languages such as Python, R, or C/C++Purchase of the print or Kindle book includes a free PDF eBook Book Description Julia is a well-constructed programming language which was designed for fast execution speed by using just-in-time LLVM compilation techniques, thus eliminating the classic problem of performing analysis in one language and translating it for performance in a second. This book is a primer on Julia's approach to a wide variety of topics such as scientific computing, statistics, machine learning, simulation, graphics, and distributed computing. Starting off with a refresher on installing and running Julia on different platforms, you'll quickly get to grips with the core concepts and delve into a discussion on how to use Julia with various code editors and interactive development environments (IDEs). As you progress, you'll see how data works through simple statistics and analytics and discover Julia's speed, its real strength, which makes it particularly useful in highly intensive computing tasks. You'll also and observe how Julia can cooperate with external processes to enhance graphics and data visualization. Finally, you will explore metaprogramming and learn how it adds great power to the language and establish networking and distributed computing with Julia. By the end of this book, you'll be confident in using Julia as part of your existing skill set. What you will learnDevelop simple scripts in Julia using the REPL, code editors, and web-based IDEsGet to grips with Julia's type system, multiple dispatch, metaprogramming, and macro developmentInteract with data files, tables, data frames, SQL, and NoSQL databasesDelve into statistical analytics, linear programming, and optimization problemsCreate graphics and visualizations to enhance modeling and simulation in JuliaUnderstand Julia's main approaches to machine learning, Bayesian analysis, and AI Who this book is for This book is not an introduction to computer programming, but a practical guide for developers who want to enhance their basic knowledge of Julia, or those wishing to augment their skill set by adding Julia to their existing roster of programming languages. Familiarity with a scripting language such as Python or R, or a compiled language such as C/C++, C# or Java, is a prerequisite. Table of ContentsThe Julia EnvironmentDeveloping in JuliaTypes and DispatchThe Three MsInteroperabilityWorking with DataScientific ProgrammingGraphicsDatabasesMachine LearningWorking with Julia Rapidgator https://rg.to/file/60833ecddd1d92e696000a4c464d99de/7qail.rar.html TakeFile https://takefile.link/s57nobkq75d3/7qail.rar.html Links are Interchangeable - Single Extraction

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Free Download Mastering Amazon EC2: Unravel the complexities of EC2 to build robust and resilient applications by Badri Kesavan English | May 10, 2024 | ISBN: 1804616680 | 404 pages | PDF | 27 Mb Master Amazon EC2 with this comprehensive guide to unleashing the full potential of cloud computing, optimizing performance, and revolutionizing your business processes Key Features - Gain an in-depth understanding of EC2 core components, connectivity, networking, and security best practices - Build resilient applications with load balancing, autoscaling and diverse storage options - Learn advanced concepts and use cases for serverless, containers, HPC, and hybrid/multi cloud architecture - Purchase of the print or Kindle book includes a free PDF eBook Book Description This comprehensive guide demystifies the complex landscape of Amazon EC2, from fundamentals to advanced concepts. You'll begin by understanding EC2 core components, creating and managing AMIs, selecting the right instance type and size, establishing networking and connectivity, and implementing security best practices. Next, you'll start building resilient apps on EC2, load balancing, auto scaling, storage options, performance optimization, monitoring, logging, and auditing. You'll also explore advanced concepts like containers, serverless, hybrid/multi-cloud architectures, high performance computing, big data, and disaster recovery strategies. By the end, you'll be equipped with the knowledge and confidence to harness the full potential of Amazon EC2. What you will learn - Discover how to create, manage, and select the right EC2 AMIs - Explore load balancing and auto scaling with Elastic Load Balancing (ELB) and Auto Scaling Groups (ASGs) - Study EC2 storage options and performance optimization - Master monitoring and maintenance with Amazon Web Services (AWS) tools - Understand containerization, serverless computing, and EC2 automation - Get up to speed with migration, modernization, and compliance in EC2 Who this book is for This Amazon book is for IT professionals, DevOps engineers, cloud architects and developers looking to delve into Amazon EC2 and cloud computing. No prior AWS experience is required as the book takes you through the fundamentals, gradually advancing toward more complex topics. Table of Contents - Introduction to Amazon EC2 and Its Benefits - Understanding Core Components of Amazon EC2 - Creating and Managing Amazon EC2 Machine Images (AMI) - Choosing the Right Amazon EC2 Instance Type and Size - Networking and Connectivity in Amazon EC2 - Implementing Security Best Practices in Amazon EC2 - Load Balancing and Auto Scaling with Elastic Load Balancer and Auto Scaling Groups - Understanding and Optimizing Amazon EC2 Storage Options - Optimizing Performance with Amazon EC2 Placement Groups and Pricing Model - Monitoring, Logging, and Maintenance with Amazon CloudWatch, AWS CloudTrail, and Backup Strategies - Automating Amazon EC2 - AWS CloudFormation and Infrastructure as Code - Containerization and Serverless Computing in Amazon EC2 - Leveraging AWS Services for Hybrid and Multi-Cloud Architectures - Optimizing Amazon EC2 for High-Performance Computing, Big Data, and Disaster Recovery Strategies - Migrating, Modernizing, and Ensuring Compliance in Amazon EC2 Environments Rapidgator https://rg.to/file/e5c3b9bf9e118b75daeea85153522500/8m64h.rar.html TakeFile https://takefile.link/1gl2fa10jn6i/8m64h.rar.html Links are Interchangeable - Single Extraction

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Free Download Jenny Chan, "Marutas of Unit 731: Human Experimentation of the Forgotten Asian Auschwitz" English | 2020 | ISBN: 1947766325 | EPUB | pages: 129 | 2.8 mb Euphemistically labeled as the "Water Supply and Prophylaxis Administration" and "HippoEpizootic Administration" of the Imperial Japanese Army, Unit 731 and Unit 100, as well as their subsidiary branches, performed human experimentation on the innocents under the leadership of Dr. Ishii Shiro. The Kempeitai, AKA, the military police captured any patriots for Unit 731's prison. The prisoners included Chinese patriots, civilians, Russians, and allied POWs. Although the exact number of victims is unclear since the Japanese destroyed most of the evidence at the end of the war, but it ranged from 3,000-250,000 innocent men, women, and children. The cruel experiments and medical procedures were carried out by the brightest medical students and staff that Imperial Japan had to offer. For the scientists to treat the prisoners less like humans, they called them "Marutas" or logs. The experimentations included their reaction to bubonic plague, typhoid, paratyphoid A and B, typhus, anthrax, smallpox, tularemia, infectious jaundice, gas gangrene, tetanus, cholera, dysentery, glanders, scarlet fever, undulant fever, tick encephalitis, "songo" or epidemic hemorrhagic fever, whooping cough, diphtheria, pneumonia, erysipelas, epidemic cerebrospinal meningitis, venereal diseases, tuberculosis, salmonella, frostbites, and many other viruses and bacteria. To observe the real-time effects of these deadly diseases and bacteria, these prisoners were often subject to vivisections without the use of anesthesia. Then there was the ANTA testing ground where the human test subjects were exposed to bacterial weapons under field conditions. For example, to test weapons developed with gas gangrene, ten Chinese prisoners were tied to stakes from 10-20 meters apart, and a bomb was set off by electricity. All ten prisoners were injured by shrapnel contaminated with gas gangrene. Within a week, they all died in severe torment.The study of the pathogens was also conducted with human experimentation. Vaccines were then developed to protect the Imperial Japanese Army in case they were to face a total war where they employ the bacteriological weapons produced by Unit 731. In the case where a human experimental subject was exhausted from the experiments, they were to be killed one way or another. Some test subjects were handed potassium cyanides, while others had porridge with heroin. These "medical doctors" who performed routine human experiments were allowed to escape persecution, unlike their Nazi counterparts in Europe. Most of them were rewarded handsomely with great careers after the war. Not only did they not face any consequences, but most of them also lived successfully after the war was over. Rapidgator https://rg.to/file/fd38526bdc7208118c84fce76c53eaa0/9c2jt.rar.html TakeFile https://takefile.link/klcrzkmhdvgk/9c2jt.rar.html Links are Interchangeable - Single Extraction

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