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- Supercharged Coding with GenAI. From vibe coding to best practices using GitHub Copilot, ChatGPT, and OpenAI
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Supercharged Coding with GenAI. From vibe coding to best practices using GitHub Copilot, ChatGPT, and OpenAI
Hila Paz Herszfang, Peter V. Henstock, Mike Erlihson
Ebook
Software development is being transformed by GenAI tools, such as ChatGPT, OpenAI API, and GitHub Copilot, redefining how developers work. This book will help you become a power user of GenAI for Python code generation, enabling you to write better software faster. Written by an ML advisor with a thriving tech social media presence and a top AI leader who brings Harvard-level instruction to the table, this book combines practical industry insights with academic expertise.
With this book, you'll gain a deep understanding of large language models (LLMs) and develop a systematic approach to solving complex tasks with AI. Through real-world examples and practical exercises, you’ll master best practices for leveraging GenAI, including prompt engineering techniques like few-shot learning and Chain-of-Thought (CoT).
Going beyond simple code generation, this book teaches you how to automate debugging, refactoring, performance optimization, testing, and monitoring. By applying reusable prompt frameworks and AI-driven workflows, you’ll streamline your software development lifecycle (SDLC) and produce high-quality, well-structured code.
By the end of this book, you'll know how to select the right AI tool for each task, boost efficiency, and anticipate your next coding moves—helping you stay ahead in the AI-powered development era.
With this book, you'll gain a deep understanding of large language models (LLMs) and develop a systematic approach to solving complex tasks with AI. Through real-world examples and practical exercises, you’ll master best practices for leveraging GenAI, including prompt engineering techniques like few-shot learning and Chain-of-Thought (CoT).
Going beyond simple code generation, this book teaches you how to automate debugging, refactoring, performance optimization, testing, and monitoring. By applying reusable prompt frameworks and AI-driven workflows, you’ll streamline your software development lifecycle (SDLC) and produce high-quality, well-structured code.
By the end of this book, you'll know how to select the right AI tool for each task, boost efficiency, and anticipate your next coding moves—helping you stay ahead in the AI-powered development era.
- 1. From Automation to Full Software Development Life Cycle: The Current Opportunity for GenAI
- 2. Your Quickstart Guide to OpenAI API
- 3. A Guide to GitHub Copilot with PyCharm, VS Code, and Jupyter Notebook
- 4. Best Practices for Prompting with ChatGPT
- 5. Best Practices for Prompting with OpenAI API and GitHub Copilot
- 6. Behind the Scenes: How ChatGPT, GitHub Copilot, and Other LLMs Work
- 7. Reading and Understanding Code Bases with GenAI
- 8. An Introduction to Prompt Engineering
- 9. Advanced Prompt Engineering for Coding-Related Tasks
- 10. Refactoring Code with GenAI
- 11. Fine-Tuning Models with OpenAI
- 12. Documenting Code with GenAI
- 13. Writing and Maintaining Unit Tests
- 14. GenAI for Runtime and Memory Management
- 15. Going Live with GenAI: Logging, Monitoring, and Errors
- 16. Architecture, Design, and the Future
- Title: Supercharged Coding with GenAI. From vibe coding to best practices using GitHub Copilot, ChatGPT, and OpenAI
- Author: Hila Paz Herszfang, Peter V. Henstock, Mike Erlihson
- Original title: Supercharged Coding with GenAI. From vibe coding to best practices using GitHub Copilot, ChatGPT, and OpenAI
- ISBN: 9781836645283, 9781836645283
- Date of issue: 2025-08-28
- Format: Ebook
- Item ID: e_4e3q
- Publisher: Packt Publishing