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Coding with ChatGPT and Other LLMs

Coding with ChatGPT and Other LLMs

By : Dr. Vincent Austin Hall, Dr. Vincent Austin Hall, Chigbo Uzokwelu
4 (4)
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Coding with ChatGPT and Other LLMs

Coding with ChatGPT and Other LLMs

4 (4)
By: Dr. Vincent Austin Hall, Dr. Vincent Austin Hall, Chigbo Uzokwelu

Overview of this book

Keeping up with the AI revolution and its application in coding can be challenging, but with guidance from AI and ML expert Dr. Vincent Hall—who holds a PhD in machine learning and has extensive experience in licensed software development—this book helps both new and experienced coders to quickly adopt best practices and stay relevant in the field. You’ll learn how to use LLMs such as ChatGPT and Bard to produce efficient, explainable, and shareable code and discover techniques to maximize the potential of LLMs. The book focuses on integrated development environments (IDEs) and provides tips to avoid pitfalls, such as bias and unexplainable code, to accelerate your coding speed. You’ll master advanced coding applications with LLMs, including refactoring, debugging, and optimization, while examining ethical considerations, biases, and legal implications. You’ll also use cutting-edge tools for code generation, architecting, description, and testing to avoid legal hassles while advancing your career. By the end of this book, you’ll be well-prepared for future innovations in AI-driven software development, with the ability to anticipate emerging LLM technologies and generate ideas that shape the future of development.
Table of Contents (19 chapters)
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1
Part 1: Introduction to LLMs and Their Applications
5
Part 2: Be Wary of the Dark Side of LLM-Powered Coding
10
Part 3: Explainability, Shareability, and the Future of LLM-Powered Coding
14
Part 4: Maximizing Your Potential with LLMs: Beyond the Basics

Exploring modern LLMs

After the explosive take-off of ChatGPT in late 2022, with 1 million active users in 5 days and 100 million active users in January 2023 (about 2 months), 2023 was a pretty hot year for LLMs, AI research, and the use of AI in general.

Most tech companies have worked on their own LLMs or transformer models to use and make publicly available. Many companies, organizations, and individuals (students included) have used LLMs for a multitude of tasks. OpenAI keeps updating its GPT family and Google keeps updating its Bard version. Bard became Gemini in February 2024, so all references to Bard have changed to Gemini. Many companies use ChatGPT or GPT-4 as the core of their offering, just creating a wrapper and selling it.

This might change as OpenAI keeps adding modalities (speech, image, etc.) to the GPTs and even a new marketplace platform where users can create and sell their own GPT agents right on OpenAI servers. This was launched in early January 2024 to...

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