Wydawca: K-i-s-publishing
The Python Apprentice. Introduction to the Python Programming Language
Robert Smallshire, Austin Bingham
Experienced programmers want to know how to enhance their craft and we want to help them start as apprentices with Python. We know that before mastering Python you need to learn the culture and the tools to become a productive member of any Python project. Our goal with this book is to give you a practical and thorough introduction to Python programming, providing you with the insight and technical craftsmanship you need to be a productive member of any Python project. Python is a big language, and it’s not our intention with this book to cover everything there is to know. We just want to make sure that you, as the developer, know the tools, basic idioms and of course the ins and outs of the language, the standard library and other modules to be able to jump into most projects.
Andrew Bird, Dr. Lau Cher Han, Mario...
Have you always wanted to learn Python, but never quite known how to start?More applications than we realize are being developed using Python because it is easy to learn, read, and write. You can now start learning the language quickly and effectively with the help of this interactive tutorial.The Python Workshop starts by showing you how to correctly apply Python syntax to write simple programs, and how to use appropriate Python structures to store and retrieve data. You'll see how to handle files, deal with errors, and use classes and methods to write concise, reusable, and efficient code.As you advance, you'll understand how to use the standard library, debug code to troubleshoot problems, and write unit tests to validate application behavior.You'll gain insights into using the pandas and NumPy libraries for analyzing data, and the graphical libraries of Matplotlib and Seaborn to create impactful data visualizations. By focusing on entry-level data science, you'll build your practical Python skills in a way that mirrors real-world development. Finally, you'll discover the key steps in building and using simple machine learning algorithms.By the end of this Python book, you'll have the knowledge, skills and confidence to creatively tackle your own ambitious projects with Python.
The Python Workshop. Write Python code to solve challenging real-world problems - Second Edition
Corey Wade, Mario Corchero Jiménez, Andrew Bird,...
Python is among the most popular programming languages in the world. It’s ideal for beginners because it’s easy to read and write, and for developers, because it’s widely available with a strong support community, extensive documentation, and phenomenal libraries – both built-in and user-contributed.This project-based course has been designed by a team of expert authors to get you up and running with Python. You’ll work though engaging projects that’ll enable you to leverage your newfound Python skills efficiently in technical jobs, personal projects, and job interviews. The book will help you gain an edge in data science, web development, and software development, preparing you to tackle real-world challenges in Python and pursue advanced topics on your own. Throughout the chapters, each component has been explicitly designed to engage and stimulate different parts of the brain so that you can retain and apply what you learn in the practical context with maximum impact.By completing the course from start to finish, you’ll walk away feeling capable of tackling any real-world Python development problem.
The Ransomware Threat Landscape. Prepare for, recognise and survive ransomware attacks
IT Governance Publishing, Alan Calder
The Ransomware Threat Landscape offers an in-depth examination of ransomware, explaining how it works, its modes of access, and the consequences of attacks. The book begins by detailing the mechanisms of ransomware, how cybercriminals exploit vulnerabilities, and the damage it causes to organizations. It further explores the types of ransomware, their infection methods, and how attackers use ransomware for financial gain.The guide provides practical, actionable advice on basic and advanced cybersecurity measures to protect against ransomware. Topics like cybersecurity hygiene, staff awareness, and the importance of creating an anti-ransomware program are covered. The book emphasizes the role of a well-structured risk management framework and its application in preventing attacks and mitigating fallout from infections.For organizations of all sizes, the book offers tailored controls to strengthen defenses. It also explains the steps needed for a comprehensive recovery plan. Advanced prevention strategies for larger enterprises are discussed, making this guide suitable for IT professionals, security experts, and organizational leaders aiming to protect their systems from ransomware threats.
Brandon Richey, Ryan Yu, Endre Vegh, Theofanis...
Are you interested in how React takes command of the view layer for web and mobile apps and changes the data of large web applications without needing to reload the page? This workshop will help you learn how and show you how to develop and enhance web apps using the features of the React framework with interesting examples and exercises.The workshop starts by demonstrating how to create your first React project. You’ll tap into React’s popular feature JSX to develop templates and use DOM events to make your project interactive. Next, you’ll focus on the lifecycle of the React component and understand how components are created, mounted, unmounted, and destroyed. Later, you’ll create and customize components to understand the data flow in React and how props and state communicate between components. You’ll also use Formik to create forms in React to explore the concept of controlled and uncontrolled components and even play with React Router to navigate between React components. The chapters that follow will help you build an interesting image-search app to fetch data from the outside world and populate the data to the React app. Finally, you’ll understand what ref API is and how it is used to manipulate DOM in an imperative way.By the end of this React book, you’ll have the skills you need to set up and create web apps using React.
Vincent Vandenbussche, Akin Osman Kazakci
Regularization is an infallible way to produce accurate results with unseen data, however, applying regularization is challenging as it is available in multiple forms and applying the appropriate technique to every model is a must. The Regularization Cookbook provides you with the appropriate tools and methods to handle any case, with ready-to-use working codes as well as theoretical explanations. After an introduction to regularization and methods to diagnose when to use it, you’ll start implementing regularization techniques on linear models, such as linear and logistic regression, and tree-based models, such as random forest and gradient boosting. You’ll then be introduced to specific regularization methods based on data, high cardinality features, and imbalanced datasets. In the last five chapters, you’ll discover regularization for deep learning models. After reviewing general methods that apply to any type of neural network, you’ll dive into more NLP-specific methods for RNNs and transformers, as well as using BERT or GPT-3. By the end, you’ll explore regularization for computer vision, covering CNN specifics, along with the use of generative models such as stable diffusion and Dall-E.By the end of this book, you’ll be armed with different regularization techniques to apply to your ML and DL models.
Alessandro Palmas, Emanuele Ghelfi, Dr. Alexandra Galina...
Various intelligent applications such as video games, inventory management software, warehouse robots, and translation tools use reinforcement learning (RL) to make decisions and perform actions that maximize the probability of the desired outcome. This book will help you to get to grips with the techniques and the algorithms for implementing RL in your machine learning models.Starting with an introduction to RL, youÔÇÖll be guided through different RL environments and frameworks. YouÔÇÖll learn how to implement your own custom environments and use OpenAI baselines to run RL algorithms. Once youÔÇÖve explored classic RL techniques such as Dynamic Programming, Monte Carlo, and TD Learning, youÔÇÖll understand when to apply the different deep learning methods in RL and advance to deep Q-learning. The book will even help you understand the different stages of machine-based problem-solving by using DARQN on a popular video game Breakout. Finally, youÔÇÖll find out when to use a policy-based method to tackle an RL problem.By the end of The Reinforcement Learning Workshop, youÔÇÖll be equipped with the knowledge and skills needed to solve challenging problems using reinforcement learning.
Glenn Smith, Tim Jackson, Gez Smith, Andrew...
Scaling Agile is a complex undertaking, and the SAFe® Release Train Engineer (RTE) is key to its success. Written by three SPCT-certified experts with over 20 years of experience each, this book is your essential guide to mastering the RTE role.You’ll learn how to differentiate the RTE role from Scrum Masters and PMOs and understand how to enable flow across the Agile Release Train (ART). The book walks you through every critical phase of PI Planning, including pre-planning logistics, live and online facilitation, and post-planning execution. You’ll also explore advanced areas, such as working with Solution Trains, Lean Portfolio Management, and the Lean-Agile Center of Excellence (LACE).With real-world examples, tips, and a guided approach, this book builds your competence and confidence, from launching new ARTs to running effective System Demos and Inspect and Adapt workshops. It also offers exam prep tips for SAFe RTE certification and insights on coaching PI execution and delivery improvements.By the end of this book, you’ll be equipped to lead ARTs with authority, drive meaningful change in your organization, and expand your influence across the enterprise.*Email sign-up and proof of purchase required