August 2023
Intermediate to advanced
157 pages
4h 39m
English
Content preview from Developing Apps with GPT-4 and ChatGPT
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Chapter 3. Building Apps with GPT-4 and ChatGPT
The provision of GPT-4 and ChatGPT models behind an API service has introduced new capabilities for developers. It is now possible to build intelligent applications that can understand and respond to natural language without requiring any deep knowledge of AI. From chatbots and virtual assistants to content creation and language translation, LLMs are being used to power a wide range of applications across different industries.
This chapter delves into the process of building applications powered by LLMs. You will learn the key points to consider when integrating these models into your own application development projects.
The chapter demonstrates the versatility and power of these language models through several examples. By the end of the chapter, you will be able to create intelligent and engaging applications that harness the power of NLP.
App Development Overview
At the core of developing LLM-based applications is the integration of LLM with the OpenAI API. This requires carefully managing API keys, considering security and data privacy, and mitigating the risk of attacks specific to services that integrate LLMs.
API Key Management
As you saw in Chapter 2, you must have an API key to access the OpenAI services. Managing API keys has implications for your application design, so it is a topic to handle from the start. In Chapter 2, we saw how to manage API keys for your own personal use or API testing purposes. In this section, ...
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O’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.Julian F.
I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.Addison B.
I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.Amir M.
I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.