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  • Book Overview & Buying Supercharged Coding with GenAI
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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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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

Using GenAI to write docstrings

This section describes different techniques for creating docstrings for a single method and for a full Python file. Docstrings improve code readability and are often required by organizations as part of their continuous integration/continuous development (CI/CD) pipelines. Using GenAI to create docstrings can increase the speed of the software development process.

Docstring for a single method

The simplest approach to generating a docstring in VS Code is simply typing three double quotes “““ or the equivalent in single quotes on a blank line following the method signature, as shown in Figure 12.4, with results shown in the code block that follows, which can be accepted by pressing tab:

Figure 12.4: Initiating the request for a docstring with three single or double quotes

Figure 12.4: Initiating the request for a docstring with three single or double quotes

def get_euclidean_dist(a: np.ndarray, b: np.ndarray) -> float:
    '''Calculates the squared Euclidean distance between two...
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Supercharged Coding with GenAI
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