Module 1 of 3 in Introduction to Cloud-based AI

Text Generation with OpenAI

Nov 14 2024, Python 3.12, openAI 1.52, JupyterLab

This module focuses on a basic text-generation app using OpenAI’s GPT-4 and the Chat Completions API. You’ll learn about API integration, model selection, and fundamental concepts in working with large language models. By JB Lorenzo.

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EXPERIENCE

Intermediate level

EST TIME TO COMPLETE

1 hr, 22 mins

CONTENT

5 lessons

Module outcomes

Configure an OpenAI platform account and implement API key authentication.
Analyze the differences between various OpenAI models and select appropriate ones for specific tasks.
Develop a basic non-streaming chat app using the GPT-4 API, incorporating JSON output and deterministic responses.

Covered concepts

Text Generation
GPT-4 API
JSON

Module content

Introduction to OpenAI & API Setup Lesson (18 mins)

This lesson will teach you the basics of setting up your development environment for OpenAI API calls. You will learn the basics of the API including pricing, rate limits and the variety of models they offer.

Start

OpenAI & API Setup - Introduction • Start Reading · 1 min

OpenAI Setup - Instruction Reading · 12 mins

OpenAI Platform - Demo Video · 4 mins

OpenAI & API Setup - Conclusion Reading · 1 min

Quiz: Introduction to Cloud-based AI 8 questions

Understanding OpenAI Models Lesson (13 mins)

This lesson will teach you how to select the appropriate OpenAI model given a use case and make you understand the trade-offs in such decisions.

Start

Understanding OpenAI Models - Introduction • Start Reading · 1 min

Understanding OpenAI Models - Instruction Reading · 8 mins

Understanding OpenAI Models - Demo Video · 4 mins

Understanding OpenAI Models - Conclusion Reading · 1 min

Quiz: Understanding OpenAI Models 6 questions

Basic Chat Completion with GPT-4o Lesson (12 mins)

Learn the basics of chat completion and its parameters.

Start

Basic Chat Completion with GPT-4o - Introduction • Start Reading · 1 min

OpenAI's Chat Completion API - Instruction Reading · 9 mins

Streaming in Chat Completion - Demo Video · 2 mins

Basic Chat Completion with GPT-4o - Conclusion Reading · 1 min

Quiz: Basic Chat Completion with GPT4o 6 questions

Advanced Chat Completion Techniques Lesson (24 mins)

Exploring advanced chat completion methods: JSON formatting, system prompts, and tool calls.

Start

Advanced Chat Completion Techniques - Introduction • Start Reading · 1 min

Advanced Chat Completion Techniques - Instruction Reading · 14 mins

Advanced Chat Completion Techniques - Demo Video · 8 mins

Advanced Chat Completion Techniques - Conclusion Reading · 1 min

Quiz: Advanced Chat Completion Techniques 6 questions

Building a Non-Streaming Chat App Lesson (16 mins)

Creating a basic chat app that improves the generated summary based on the user’s feedback.

Start

Building a Non-Streaming Chat App - Introduction • Start Reading · 1 min

Building a Non-Streaming Chat App - Instruction Reading · 12 mins

Building a Non-Streaming Chat App - Demo Video · 3 mins

Building a Non-Streaming Chat App - Conclusion Reading · 1 min

Quiz: Building a Non-Streaming Chat App 6 questions

Module outcomes

Covered concepts

Module content

Text Generation with Google Gemini

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