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Supercharged Coding with GenAI

Supercharged Coding with GenAI

By : Hila Paz Herszfang, Peter V. Henstock
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Supercharged Coding with GenAI

Supercharged Coding with GenAI

5 (1)
By: Hila Paz Herszfang, Peter V. Henstock

Overview of this book

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.
Table of Contents (23 chapters)
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1
Part 1: Foundations for Coding with GenAI
7
Part 2: Basics to Advanced LLM Prompting for GenAI Coding
14
Part 3: From Code to Production with GenAI
21
Index

GitHub Copilot

GitHub Copilot was officially announced as a collaboration between GitHub, Microsoft, and OpenAI, specifically for writing code, in 2021, and opened for technical review. At the time, it started with the GPT-3 instance from OpenAI, and the three companies collaboratively trained it to focus on code development, resulting in the OpenAI Codex. After GPT-4 was released, GitHub Copilot adopted it and released GitHub Copilot X. Its optimization focuses on code completion, fixing bugs, code comments, and tests based on billions of lines of code training beyond the GPT models. The combination of the underlying GPT model with the code-training focus enables the two-way natural language and computer language code writing and explanation.

GitHub Copilot uses a combination of technologies to provide its coding experience. When writing code from a single file, it sends at least part of the current file through the internet to the Copilot server. It will also use the prompt...

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Supercharged Coding with GenAI
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