Effective Pycharm
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Effective Pycharm
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Author : Michael Kennedy
language : en
Publisher: Independently Published
Release Date : 2019-04-19
Effective Pycharm written by Michael Kennedy and has been published by Independently Published this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-04-19 with categories.
Hello and welcome to Effective PyCharm. In this book, we're going to look at all the different features of one of the very best environments for interacting and creating Python code, PyCharm. PyCharm is an IDE (integrated development environment) and this book will teach you how you can make the most of this super powerful editor.The first thing we are going to talk about is why do we want to use an IDE in the first place? What value does a relatively heavyweight application like PyCharm bring and why would we want to use it? There are many features that make PyCharm valuable. However, let's begin by talking about the various types of editors we can use and what the trade-offs are there.We're going to start by focusing on creating new projects and working with all the files in them. You'll see there's a bunch of configuration switcheswe can set to be more effective. Then we're going to jump right intowhat I would say is the star of the show--the editor.If you're writing code, you need an editor. You will be writing a lot of code. This includes typing new text and manipulating existing text. The editor has to be awesome and aid you in these tasks. We're going to focus on all the cool features that the PyCharm editor offers. We'll see that source control in particular, Git and Subversion are deeply integrated into PyCharm. There are all sorts of powerful things we can do beyond git, including actual GitHub integration. We are going to focus on source control and the features right inside the IDE.PyCharm is great at *refactoring*. Refactoring code is changing our code to restructure it in a different way, to use a slightly different algorithm, while not actually changing the behavior of the code. There are many powerful techniques in PyCharm that you can use to do this. Because it understands all of your files at once, it can safely refactor. It will even refactor doc strings and other items that could be overlooked without a deep understanding of code structures.There is powerful database tooling in PyCharm. You can interact with most databases including SQLite, MySQL, and Postgres. You can edit the data, edit the schemes, run queries and more. Because PyCharm has a deep understanding of your code, there is even integration between your database schema and the Python text editor. Note that PyCharm has a free version and a professional version. The database features are only available in the professional version.PyCharm is excellent at building web applications using libraries like Django, Pyramid, or Flask. It also has a full JavaScript editor and environment so you can use TypeScript or CoffeeScript. We'll look into both server-side and client-side features.PyCharm has a great visual debugger, and we are going to look at all the different features of it. You can use it to debug and understand your application. It has powerful breakpoint operations and data visualization that typically editors don't have.Profiling is a common task if you want to understand how your code is running. If your application is slow and you want it to go faster, you shouldn't guess where it is slow. PyCharm makes it easy to look at the code determine what it fast and slow, rather than relying on our intuition which may be flawed. PyCharm has some tremendous built-in visual types of tools for us to fundamentally understand the performance of our app.PyCharm has built-in test runners for pytest, unittest, and a number of Python testing frameworks. If you are doing any unit testing or integration testing, PyCharm will come to your aid. For example, one feature you can turn on is auto test execution. If you are changing certain parts of your code, PyCharm will automatically re-run the tests. There are a couple of additional tools that don't really land in any of the above categories. There is a chapter with the additional tools at the end.
Effective Machine Learning Teams
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Author : David Tan
language : en
Publisher: "O'Reilly Media, Inc."
Release Date : 2024-02-29
Effective Machine Learning Teams written by David Tan and has been published by "O'Reilly Media, Inc." this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-02-29 with Computers categories.
Gain the valuable skills and techniques you need to accelerate the delivery of machine learning solutions. With this practical guide, data scientists and ML engineers will learn how to bridge the gap between data science and Lean software delivery in a practical and simple way. David Tan and Ada Leung from Thoughtworks show you how to apply time-tested software engineering skills and Lean delivery practices that will improve your effectiveness in ML projects. Based on the authors' experience across multiple real-world data and ML projects, the proven techniques in this book will help teams avoid common traps in the ML world, so you can iterate more quickly and reliably. With these techniques, data scientists and ML engineers can overcome friction and experience flow when delivering machine learning solutions. This book shows you how to: Apply engineering practices such as writing automated tests, containerizing development environments, and refactoring problematic code bases Apply MLOps and CI/CD practices to accelerate experimentation cycles and improve reliability of ML solutions Design maintainable and evolvable ML solutions that allow you to respond to changes in an agile fashion Apply delivery and product practices to iteratively improve your odds of building the right product for your users Use intelligent code editor features to code more effectively.
Python 3 Fundamentals
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Author : Robert Johnson
language : en
Publisher: HiTeX Press
Release Date : 2024-10-29
Python 3 Fundamentals written by Robert Johnson and has been published by HiTeX Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-10-29 with Computers categories.
"Python 3 Fundamentals: A Complete Guide for Modern Programmers" is an authoritative resource designed to equip both novice and experienced developers with a thorough understanding of Python programming. Written by an expert in computer science and software engineering, this comprehensive guide navigates through essential Python topics, providing readers with a definitive pathway to mastery. From setting up the Python environment and understanding variables and data types, to exploring control flow, functions, and data structures, every chapter is meticulously crafted to offer clear, insightful explanations alongside practical examples. Delving deeper, the book expands on advanced concepts such as object-oriented programming, exception handling, and file management, ensuring readers gain a solid foundation in developing scalable, efficient Python applications. With sections dedicated to leveraging Python's expansive libraries and frameworks, as well as integrating best practices for testing and debugging, this guide is not only a learning tool but also a valuable reference for creating robust, high-quality software. Whether you're building web applications, automating tasks, or embarking on data analysis, this guide empowers you with the skills needed to harness the full potential of Python in any domain.
Software Development Lifecycle Made Simple A Practical Guide With Examples
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Author : William E. Clark
language : en
Publisher: Walzone Press
Release Date : 2025-04-22
Software Development Lifecycle Made Simple A Practical Guide With Examples written by William E. Clark and has been published by Walzone Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-04-22 with Computers categories.
Software Development Lifecycle Made Simple: A Practical Guide with Examples offers a clear and comprehensive introduction to the processes, principles, and best practices of modern software development. Designed for beginners and aspiring professionals, this book demystifies the complexities of the software development lifecycle (SDLC), guiding readers step by step from foundational programming concepts to the structured methodologies that drive successful projects. The book is organized to mirror real-world workflows, covering every phase of development including planning, requirements analysis, design, implementation, testing, deployment, and ongoing maintenance. Each chapter breaks down essential topics such as algorithms, programming languages, debugging, version control, collaborative practices, quality assurance, security, and project management. A continuous case study reinforces each concept by demonstrating how it applies to a practical software project, making the principles tangible and directly relevant to actual development scenarios. Readers will gain a strong understanding of how software products are envisioned, constructed, and maintained in professional settings. By emphasizing both technical skills and the broader project context, this guide equips learners with the knowledge and confidence needed to participate effectively in software development teams. Whether preparing for a technical role or seeking to understand the mechanics of software project execution, this book provides a reliable foundation and a practical pathway for further growth in the field.
Hybrid And Advanced Technologies
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Author : S. Prasad Jones Christydass
language : en
Publisher: CRC Press
Release Date : 2025-03-21
Hybrid And Advanced Technologies written by S. Prasad Jones Christydass and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-03-21 with Technology & Engineering categories.
The proceedings of the International Conference on Hybrid and Advanced Technologies (ICHAT 2024) present a rich repository of cutting-edge research on the various applications of machine learning, deep learning, and AI in cybersecurity, healthcare, agriculture and communication systems. It highlights the revolutionary potential of data science in transforming traditional practices, improving efficiency and accuracy across diverse domains and addressing complex real-world challenges. These proceedings contains innovative neural-network models for agriculture that can predict tractor fuel consumption and optimize smart irrigation, besides suggesting greenhouse automation for enhanced agricultural productivity. It also provides a roadmap for IoT-based monitoring systems for asthma patients and machine learning approaches for early detection of diabetes, cancer and aquatic plant ailments. Through an array of practical examples and comparative studies, the book further highlights advancements in machine learning for enhancing palm vein authentication, combating fake news, keeping data safe and improving customer segmentation in e-commerce. The findings would be instrumental in combating critical global issues and foster a deeper understanding of the role of AI in image processing, cybersecurity, medical diagnostics, and intelligent systems in the future. This will be a highly interesting guide to researchers, data scientists, and practicing professionals in the fields of artificial intelligence, machine learning, and cybersecurity. It will also be of interest to healthcare professionals, agricultural scientists, and technology enthusiasts in fostering global collaborations, exploring future challenges and opportunities and introducing state-of-the-art technologies to streamline processes.
Iot Cloud And Data Science
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Author : S. Prasanna Devi
language : en
Publisher: Trans Tech Publications Ltd
Release Date : 2023-02-27
Iot Cloud And Data Science written by S. Prasanna Devi and has been published by Trans Tech Publications Ltd this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-02-27 with Computers categories.
Selected peer-reviewed full text papers from the International Research Conference on IoT, Cloud and Data Science (IRCICD'22) Selected peer-reviewed full text papers from the International Research Conference on IoT, Cloud and Data Science (IRCICD'22), May 06-07, 2022, Chennai, India
Error Handling And Debugging In Python
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Author : Pythquill Publishing
language : en
Publisher: Independently Published
Release Date : 2025-06-17
Error Handling And Debugging In Python written by Pythquill Publishing and has been published by Independently Published this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-06-17 with Computers categories.
Here's what you will learn in this book: Understand and classify different types of errors in Python programs, including syntax errors, runtime errors (exceptions), and logical errors, and grasp why effective error handling is crucial for software stability and user experience. Navigate Python's exception hierarchy, recognize key built-in exception types, and proficiently read and interpret tracebacks to pinpoint the source of errors. Master core error handling constructs like try, except, else, and finally blocks to gracefully manage errors, execute cleanup actions, and write more robust code. Learn to raise and re-raise exceptions effectively, including chaining exceptions, to signal invalid states, enforce preconditions, and provide meaningful error messages within your applications. Design and implement custom exception classes to create specific, clear, and context-rich error types tailored to your application's unique needs, enhancing maintainability and debugging. Utilize context managers and the with statement for automatic resource management, ensuring that resources like files and network connections are properly released, even when exceptions occur. Apply best practices for error handling to write clean, maintainable, and resilient Python code, knowing when to catch specific exceptions and when to let errors propagate. Develop a systematic debugging mindset and employ fundamental debugging techniques, from strategic print() statements to understanding the anatomy of tracebacks. Become proficient with the Python Debugger (pdb), using its essential commands to step through code, set breakpoints, inspect variables, and navigate the call stack. Leverage integrated development environment (IDE) debuggers in tools like VS Code and PyCharm for a visual and efficient debugging experience, including conditional breakpoints and variable inspection. Implement effective logging strategies using Python's logging module to gain insights into program execution, diagnose issues in development and production environments, and integrate logging with error handling. Address error handling challenges in concurrent and asynchronous programming, understanding how exceptions behave in threads, processes, and asyncio tasks. Build robust interactions with external dependencies and APIs, handling common issues like network errors, API rate limits, and data validation, including strategies for retries and graceful degradation. Integrate static analysis tools, linters, and type checkers into your workflow to proactively detect potential errors, enforce consistent code style, and improve overall code quality. Utilize testing as a powerful error prevention and debugging tool, writing unit, integration, and end-to-end tests, including tests specifically designed for error conditions using frameworks like pytest. Analyze real-world case studies in web applications, data science scripts, CLI tools, and API interactions to see practical error handling and debugging strategies in action. Identify and avoid common anti-patterns in error handling and debugging that can lead to subtle bugs, difficult-to-diagnose issues, and brittle code. Design and build highly robust and resilient Python applications by incorporating principles of failure tolerance, graceful degradation, and continuous improvement in your error management strategies.
Psychology Of Effective Living
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Author : Roger C. Bailey
language : en
Publisher: Waveland PressInc
Release Date : 1984-08-01
Psychology Of Effective Living written by Roger C. Bailey and has been published by Waveland PressInc this book supported file pdf, txt, epub, kindle and other format this book has been release on 1984-08-01 with Psychology categories.
Crafting Effective Prompts
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Author : Subramanian Venkataraman
language : en
Publisher: Independently Published
Release Date : 2024-03-02
Crafting Effective Prompts written by Subramanian Venkataraman and has been published by Independently Published this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-03-02 with Study Aids categories.
Prompt engineering is indeed an art, important for you effectively communicating with Large Language Models (LLMs) to get the results you want in a certain topic or context without any ambiguity Prompt engineering is a method where we give clear instructions or questions or we will input text, which are called prompts, to guide models like GPT-4 creating specific results and display them as output. AI models have undergone extensive training on vast datasets, leading to the release of numerous models catering to various industries. In this book, you will gain understanding on OpenAI, LLM, LLAMA2, LangChain, Transformer Model, Vector Store, HuggingFace and how to utilize them through the principles of Prompt Engineering using Prompt design techniques by solved programming examples written in Python. Upon completion of this reading, you will have gained hands on experience in Prompt engineering principles, empowering you to apply them effectively to develop new applications specific to your interest and requirements.
Python Debugging From Scratch A Practical Guide With Examples Asin Ebook
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Author : William E. Clark
language : en
Publisher: Walzone Press
Release Date : 2025-03-29
Python Debugging From Scratch A Practical Guide With Examples Asin Ebook written by William E. Clark and has been published by Walzone Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-03-29 with Computers categories.
This book provides a detailed exploration of debugging techniques in Python, offering a comprehensive guide that covers both fundamental concepts and advanced strategies. It is meticulously organized to ensure that readers gain an in-depth understanding of error identification, exception handling, and the utilization of powerful debugging tools. Readers are introduced to both manual methods and integrated development environments, allowing them to select the most suitable approach for their coding challenges. The content is engineered for both beginners and experienced developers, presenting theoretical knowledge alongside practical, real-world examples. Each section is designed to build upon the previous one, fostering a logical progression of skills and insights within the debugging process. The clarity of explanations and systematic progression of topics ensure that the reader develops proficiency in identifying, diagnosing, and resolving code issues efficiently. Emphasizing a clear and factual style, the book delves into performance optimization, automated debugging, and effective logging techniques. It also provides detailed case studies that illustrate the resolution of complex debugging scenarios encountered in professional environments. The text serves as a practical resource for enhancing code quality and robustness, equipping developers with the necessary tools and methodologies to maintain and improve their Python applications.