Название: Supervised Machine Learning with Python: A Comprehensive guide to Supervised Learning for 2024
Автор: Hayden Van Der Post
Издательство: Reactive Publishing
Год: 2023
Страниц: 365
Язык: английский
Формат: pdf
Размер: 54.4 MB

Push the boundaries of Machine Learning with Python and elevate your data analysis skills to new heights! 'Supervised Machine Learning with Python' is the essential guide for professionals who have mastered the basics and are ready to dive into the more complex and powerful aspects of machine learning. If you were captivated by the top-selling introductory texts, this book is the perfect next step to satisfy your thirst for advanced knowledge. With clear explanations, practical examples, and expert techniques, this book will help you unlock deeper insights from your data. Inside, you will find advanced strategies for model selection, feature engineering, and tuning that will enable you to achieve superior predictive performance. 'Supervised Machine Learning with Python' is specifically designed for professionals who are ready to use Python's powerful libraries, such as Scikit-learn, Pandas, and NumPy, to deploy models that can learn from data. You'll learn not only the theory behind the algorithms but also how to implement them in practice to solve the kind of data analytical problems you encounter every day. In these pages, you will find advanced case studies that vividly illustrate the applications of supervised Machine Learning in various industries. Whether you work in finance, healthcare, retail, or any other field where data drives decisions, this book is tailored to help you add a new level of sophistication to your work.

Название: Improve Java Coding: Best Practices for Effective Coding
Автор: Sar Maroof
Издательство: Independently published
Год: 2023
Страниц: 452
Язык: английский
Формат: pdf
Размер: 45.0 MB

The journey of improving coding skills continues even after learning programming. The key question becomes: How can one write code professionally while addressing critical concerns such as code maintainability, code re-usability, security issues, and memory leaks? This book focuses on real-world code examples, aiming to avoid unnecessary, boring, extended theoretical discussions. Instead, it goes straight to the point in coding and offers improvements with clear explanations. Any building is eventually finished, but successful software is never truly finished. New features need to be built, causing the code base to grow over time, and concerns about maintainability grow with it if programmers don't pay serious attention to it. If you asked an expert and a junior programmer to write code for a specific program, you would realize that the expert accomplishes the goal with significantly less code than the junior programmer. Every extra line of code written unnecessarily creates more issues in terms of maintainability, opening the doors to hacking and security vulnerabilities. The problem with coding is not that poorly written code doesn't work; the real problem is that it does. Therefore, it can be challenging for an inexperienced programmer to realize what a better version could be. In this book, I will provide you with common mistakes through different pieces of code that function correctly, but I will also explain why it is crucial to avoid that kind of coding, even though it works. Before diving into the chapters, let's highlight a few code issues to help you determine whether this book will benefit you. The code examples provide a preview of this book's approach to assist you in improving your Java coding.

Название: ITS-303 Python Programming Realistic Mock Tests: 340+ Realistic questions and explanations to get you ITS-303 Exam certified on your 1st attempt
Автор: Abound Academy
Издательство: Abound Academy
Год: 2023
Страниц: 455
Язык: английский
Формат: epub
Размер: 38.8 MB

Welcome to Python Programming Practice Tests book, a comprehensive guide filled with practice tests designed to help you prepare for the ITS-303 Python certification exam. The book is intended for individuals who have basic knowledge of Python programming and are seeking to obtain the ITS-303 certification to validate their skills. The ITS-303 certification is a valuable asset in today's job market as it demonstrates your proficiency in Python programming. However, passing the exam can be challenging, and it requires a lot of preparation and practice. That's where this book comes in handy. This book provides you with more than 340 realistic Python questions and detailed explanations to help you prepare for the ITS-303 certification exam. The questions are arranged in chapters that cover all the essential topics in Python programming, including data types, functions, control structures, object-oriented programming, file handling, and more. Each chapter contains multiple choice questions, true/false questions, and scenario-based questions to give you a comprehensive understanding of Python programming. The questions are designed to mimic the ITS-303 certification exam, so you can get a feel for the types of questions you may encounter on the actual test. The explanations provided for each question are thorough and detailed, helping you to understand the underlying concepts and principles of Python programming. Additionally, the explanations include references to relevant Python documentation, so you can further your understanding of the language. Learning Python is a great investment for anyone who wants to pursue a career in software development or data analysis, or who wants to expand their skill set in these fields.

Название: Machine Learning Crash Course for Engineers
Автор: Eklas Hossain
Издательство: Springer
Год: 2024
Страниц: 465
Язык: английский
Формат: pdf
Размер: 12.7 MB

​Machine Learning Crash Course for Engineers is a reader-friendly introductory guide to Machine Learning algorithms and techniques for students, engineers, and other busy technical professionals. The book focuses on the application aspects of Machine Learning, progressing from the basics to advanced topics systematically from theory to applications and worked-out Python programming examples. It offers highly illustrated, step-by-step demonstrations that allow readers to implement Machine Learning models to solve real-world problems. This powerful tutorial is an excellent resource for those who need to acquire a solid foundational understanding of Machine Learning quickly. Python and R are the two most highly used programming languages for developing ML programs. Python will be used as the only programming language in all examples of this book due to its ease of use, popularity, and the large, friendly, helpful, and interactive community Python encompasses. It is open-source, highly used in academic and research-based works, and is recommended by experts in almost every field. It is very efficient in terms of the amount of code needed to be written. The short, simple lines of Python code with obvious implications can be easily handled by beginners and are easy to read, debug, and expand. Python is also a cross-platform programming language, implying that it can run well on all operating systems and computers. The most used ML libraries are NumPy, Pandas, Scipy, Theano, Keras, Scikit-learn, Matplotlib, etc., while the most common frameworks are PyTorch and TensorFlow.

Название: Understanding Deep Learning
Автор: Simon J.D. Prince
Издательство: The MIT Press
Год: December 5, 2023
Страниц: 544
Язык: английский
Формат: pdf (true), epub (true)
Размер: 21.3 MB, 37.9 MB

An authoritative, accessible, and up-to-date treatment of Deep Learning that strikes a pragmatic middle ground between theory and practice. Deep Learning is a fast-moving field with sweeping relevance in today’s increasingly digital world. Understanding Deep Learning provides an authoritative, accessible, and up-to-date treatment of the subject, covering all the key topics along with recent advances and cutting-edge concepts. Many deep learning texts are crowded with technical details that obscure fundamentals, but Simon Prince ruthlessly curates only the most important ideas to provide a high density of critical information in an intuitive and digestible form. From machine learning basics to advanced models, each concept is presented in lay terms and then detailed precisely in mathematical form and illustrated visually. The result is a lucid, self-contained textbook suitable for anyone with a basic background in applied mathematics.

Название: MATLAB Parallel Computing Toolbox User’s Guide (R2023b)
Автор: MathWorks
Издательство: The MathWorks, Inc.
Год: September 2023
Страниц: 1216
Язык: английский
Формат: pdf (true)
Размер: 10.1 MB

Perform parallel computations on multicore computers, GPUs, and computer clusters. Parallel Computing Toolbox lets you solve computationally and data-intensive problems using multicore processors, GPUs, and computer clusters. High-level constructs—parallel for-loops, special array types, and parallelized numerical algorithms—enable you to parallelize MATLAB applications without CUDA or MPI programming. The toolbox lets you use parallel-enabled functions in MATLAB and other toolboxes. You can use the toolbox with Simulink to run multiple simulations of a model in parallel. Programs and models can run in both interactive and batch modes. The toolbox lets you use the full processing power of multicore desktops by executing applications on workers (MATLAB computational engines) that run locally. Without changing the code, you can run the same applications on clusters or clouds (using MATLAB Parallel Server). You can also use the toolbox with MATLAB Parallel Server to execute matrix calculations that are too large to fit into the memory of a single machine. Parallel Computing Toolbox provides you with tools for a local cluster of workers on your client machine. MATLAB Parallel Server software allows you to run as many MATLAB workers on a remote cluster of computers as your licensing allows.

Название: Pro Cryptography and Cryptanalysis with C++23: Creating and Programming Advanced Algorithms, 2nd Edition
Автор: Marius Iulian Mihailescu, Stefania Loredana Nita
Издательство: Apress
Год: 2023
Страниц: 499
Язык: английский
Формат: pdf (true), epub (true)
Размер: 31.3 MB

Develop strong skills for writing cryptographic algorithms and security schemes/modules using C++23 and its new features. This book will teach you the right methods for writing advanced cryptographic algorithms, such as elliptic curve cryptography algorithms, lattice-based cryptography, searchable encryption, and homomorphic encryption. You'll also examine internal cryptographic mechanisms and discover common ways in which the algorithms can be implemented and used correctly in practice. The authors explain the mathematical basis of cryptographic algorithms in terms that a programmer can easily understand. They also show how “bad” cryptography can creep in during implementation and what “good” cryptography should look like by comparing advantages and disadvantages based on processing time, execution time, and reliability.

Название: Pro Bash: Learn to Script and Program the GNU/Linux Shell, Third Edition
Автор: Jayant Varma, Chris F.A. Johnson
Издательство: Apress
Год: 2023
Страниц: 314
Язык: английский
Формат: pdf (true), epub (true), mobi
Размер: 10.1 MB

Learn how to effectively utilize the Bash shell in your programming. This refreshed and expanded third edition has been updated to Bash 5.2, and many scripts have been rewritten to make them more idiomatically Bash, taking better advantage of features specific to Bash. It is easy to read, understand, and will teach you how to get to grips with Bash programming without drowning you in pages and pages of syntax. Using this book you will be able to use the shell efficiently, make scripts run faster using expansion and external commands, and understand how to overcome many common mistakes that cause scripts to fail. This book is perfect for all beginning Linux and Unix system administrators who want to be in full control of their systems, and really get to grips with Bash programming.

Название: jаvascript Programming: Building Modern and Interactive Websites
Автор: Theophilus Edet
Издательство: CompreQuest Books
Серия: Mastering Programming Languages Series
Год: 2023
Страниц: 520
Язык: английский
Формат: pdf
Размер: 85.6 MB

jаvascript Programming - Building Modern and Interactive Websites Unlock the Power of jаvascript and Elevate Your Web Development Skills! Are you ready to dive into the heart of web development and harness the full potential of jаvascript? Look no further! "jаvascript Programming: Building Modern and Interactive Websites" is your comprehensive guide to mastering jаvascript, from its foundational concepts to advanced techniques for creating cutting-edge web applications. Dive into the DOM, the backbone of web development, and learn how to dynamically manipulate web page elements. Create interactive and responsive user interfaces that captivate your audience. Uncover the secrets of popular jаvascript frameworks like React, Vue.js, and Angular. Understand how to efficiently use these tools to streamline your development process and create modern, engaging web applications. Whether you're a newcomer to programming or an experienced developer looking to level up, "jаvascript Programming: Building Modern and Interactive Websites" provides the insights and practical knowledge you need to create captivating web experiences. With real-world examples, hands-on exercises, and a clear, engaging writing style, this book is designed to guide you through every step of your jаvascript journey.

Название: ChatGPT and Bard for Business Automation: Achieving AI-Driven Growth
Автор: Tom Taulli
Издательство: Apress
Год: 2023
Страниц: 181
Язык: английский
Формат: pdf (true), epub (true)
Размер: 10.1 MB

The launch of ChatGPT represents an epochal event. It’s on par with the emergence of the Internet or the launch of the iPhone. But the impact could be even more transformative. ChatGPT crossed over 100 million users in two months. This was the fastest to do so ever. It took TikTok nine months. No doubt, building applications with ChatGPT is quickly become strategic and a must-have. This is why developers must understand this technology – and now. And this book will show how. It details how ChatGPT technology works, such as with the transformer and diffusion models. It also illustrates how to use the various APIs, such as GPT-4, ChatGPT, Bard, and Bedrock. This includes understanding embeddings, fine tuning of the models, using zero-shot and few-shot learning, and adjusting the parameters like temperature. This book focuses on the practical uses of this powerful technology. There are step-by-step tutorials on how to create apps for blog generation, sentiment analysis, language translation and integration. This book is an indispensable guide for any developer who wants to be a part of the ChatGPT revolution. For data scientists or data engineers who want to learn how to leverage generative AI APIs, Software engineers or developers who are looking for a new job role in generative AI, Software engineers and developers who want to see how they can integrate generative AI.