Items related to AI-Assisted Programming for Web and Machine Learning:...
AI-Assisted Programming for Web and Machine Learning: Improve your development workflow with ChatGPT and GitHub Copilot - Softcover
Synopsis
Speed up your development processes and improve your productivity by writing practical and relevant prompts to build web applications and Machine Learning (ML) models
Purchase of the print or Kindle book includes a free PDF copy
Key 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 applications
Book Description
AI-Assisted...
About the Author
Christoffer Noring works as a Senior Advocate at Microsoft and focuses on application development and AI. He's a Google Developer Expert and a public speaker on 100+ presentations across the world. Additionally, he's a tutor at the University of Oxford on cloud patterns and AI. Chris is also a published author on Angular, NGRX, and programming with Go.
Anjali Jain is a London-based AI and ML professional with...
"About this title" may belong to another edition of this title.
- PublisherPackt Publishing
- Publication date2024
- ISBN 10 1835086055
- ISBN 13 9781835086056
- BindingPaperback
- LanguageEnglish
- Number of pages602
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AI-Assisted Programming for Web and Machine Learning: Improve your development workflow with ChatGPT and GitHub Copilot
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AI-Assisted Programming for Web and Machine Learning: Improve your development workflow with ChatGPT and GitHub Copilot (Paperback or Softback)
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AI-Assisted Programming for Web and Machine Learning (Paperback)
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Packt Publishing Limited, Birmingham, 2024
ISBN 10: 1835086055
ISBN 13: 9781835086056
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Paperback. Condition: new. Paperback. 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 FeaturesUtilize prompts to enhance frontend and backend web developmentDevelop prompt strategies to build robust machine learning modelsUse GitHub Copilot for data exploration, maintaining existing code bases, and augmenting ML models into web applicationsBook DescriptionAI-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. Youll use prompts to create the appearance of an app using HTML, styling with CSS, adding behavior with JavaScript, and working with multiple viewports. Next, youll 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. Youll 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. Youll see how simpler and AI-powered agents work and discover tool calling.What you will learnSpeed up your coding and machine learning workflows with GitHub Copilot and ChatGPTUse an AI-assisted approach across the development lifecycle Implement prompt engineering techniques in the data science lifecycleDevelop the frontend and backend of a web application with AI assistance Build machine learning models with GitHub Copilot and ChatGPT Refactor code and fix faults for better efficiency and readability Improve your codebase with rich documentation and enhanced workflows Who this book is forExperienced 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. AI-Assisted Coding and Machine Learning helps you build applications and ML models using prompts. Shipping may be from multiple locations in the US or from the UK, depending on stock availability. Seller Inventory # 9781835086056
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AI-Assisted Software Development with GitHub Copilot and ChatGPT: A guide to optimizing developer productivity in machine learning, data science, and app and low code development
Published by
Packt Publishing Limited, 2024
ISBN 10: 1835086055
ISBN 13: 9781835086056
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