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186488906
AI-Assisted Programming for Web and Machine Learning: Improve your development workflow with ChatGPT and GitHub Copilot, (Paperback)
Item #:
186488906
BHD 25
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Speed up your coding and machine learning workflows with GitHub Copilot and ChatGPT.
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What Stands Out
Enhanced Workflow
Boost your efficiency with AI-driven tools that streamline coding processes, allowing developers to focus on complex problem-solving instead of mundane tasks.
Machine Learning Focus
Specifically designed for web and machine learning applications, providing tailored insights and support that elevate project quality and performance.
Comprehensive Guidance
Combines the strengths of ChatGPT and GitHub Copilot, offering detailed assistance throughout development, ensuring you're never alone in your programming journey.
Product Details
- Speed up your development processes and improve your productivity by writing practical and relevant prompts to build web applications and Machine Learning (ML) modelsPurchase of the print or Kindle book includes a free PDF copyKey Features: - Utilize prompts to enhance frontend and backend web development- Develop prompt strategies to build robust machine learning models- Use GitHub Copilot for data exploration, maintaining existing code bases, and augmenting ML models into web applicationsBook Description: AI-Assisted Programming for Web and Machine Learning shows you how to build applications and machine learning models and automate repetitive tasks.Part 1 focuses on coding, from building a user interface to the backend. You'll use prompts to create the appearance of an app using HTML, styling with CSS, adding behavior with JavaScript, and working with multiple viewports. Next, you'll build a web API with Python and Flask and refactor the code to improve code readability. Part 1 ends with using GitHub Copilot to improve the maintainability and performance of existing code.Part 2 provides a prompting toolkit for data science from data checking (inspecting data and creating distribution graphs and correlation matrices) to building and optimizing a neural network. You'll use different prompt strategies for data preprocessing, feature engineering, model selection, training, hyperparameter optimization, and model evaluation for various machine learning models and use cases.The book closes with chapters on advanced techniques on GitHub Copilot and software agents. There are tips on code generation, debugging, and troubleshooting code. You'll see how simpler and AI-powered agents work and discover tool calling.What You Will Learn: - Speed up your coding and machine learning workflows with GitHub Copilot and ChatGPT- Use an AI-assisted approach across the development lifecycleâ€Â¯- Implement prompt engineering techniques in the data science lifecycle- Develop the frontend and backend of a web application with AI assistanceâ€Â¯- Build machine learning models with GitHub Copilot and ChatGPTâ€Â¯- Refactor code and fix faults for better efficiency and readabilityâ€Â¯- Improve your codebase with rich documentation and enhanced workflowsâ€Â¯Who this book is for: Experienced developers new to GitHub Copilot and ChatGPT can discover the best strategies to improve productivity and deliver projects quicker than traditional methods. This book is ideal for software engineers working on web or machine learning projects. It is also a useful resource for web developers, data scientists, and analysts who want to improve their efficiency with the help of prompting. This book does not teach web development or how different machine learning models work.Table of Contents- It's a
| Book format | Paperback |
| Edition | 1 |
| Pages | 602 |
| Language | English |
| Brand | Christoffer Noring |
| Pub date | 2024-08-30 |
| Author | Packt Publishing |
| Subgenre | Software Development & Engineering |
| Genre | Computing & Internet |
| Bisac subject heading | Computers |
| Series title | No Series |
| Dimensions | 7.50 x 1.22 x 9.25 in (19.1 x 3.1 x 23.5 cm) |
| Age group | Adult |
| Retail packaging | Single Piece |
| Original languages | English |
Who Should Buy?
-
Beginner Developers
New programmers will benefit from guidance and streamlined coding practices, effectively learning programming languages.
-
Web Developers
Professionals creating web applications can improve their coding efficiency and workflow using AI tools like ChatGPT.
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Data Scientists
Machine learning practitioners can enhance their project workflows and simplify complex coding tasks with AI assistance.
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Expert Developers
Highly skilled programmers may find the content too basic or not challenging enough for their experience level.
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BHD 25
Order now and get it around Friday, October 16
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QTY:
Only 99 items left in stock.
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Features & Benefits
- Enhance your development workflow using AI tools.
- Learn to write practical prompts for web applications and ML models.
- Utilize GitHub Copilot for efficient coding and data exploration.
- Implement advanced techniques for better code maintainability.
- Optimize coding processes from frontend to backend efficiently.
- Ideal for experienced developers wanting to elevate productivity.
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