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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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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

ChatGPT

Launched by OpenAI in November 2022, ChatGPT was developed on the GPT-3.5 model. It became a focal point of the AI growth since it worked through a conversational interface, unlike the programming interface of other LLMs. The dialog-driven interface requires it to track the history of the conversation, even across sessions. ChatGPT is a specialization of the LLM with improved conversational capability.

One of the key technology improvements was the use of reinforcement learning from human feedback (RLHF), which improved the dialog capability through training and feedback to give better responses. As discussed earlier, fine-tuning can improve the LLM’s performance for specific tasks. RLHF goes one step further and incorporates feedback from users to adjust the weights. As a result, it delivers results that incorporate human preferences and even reasoning capabilities in terms of responses and answers to questions.

ChatGPT continues to be a leader in the growth...

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Supercharged Coding with GenAI
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