Assistants Run Lifecycle

The Difference between Chat Completion and Assistants

Available Tools for Assistants

AI Assistants and The OpenAI Platform

OpenAI Platform Data Access and Limitations

Creating an Assistant in the Platform and Using It in the Playground

Course Overview

Working with Assistants

Creating an Assistant

Creating a Thread

Adding Messages to Threads

Displaying the Assistants Response

Your Assistant

Tools Knowledge Retrieval

Running Assistants and Retrieving State

Tools Code Interpreter

Assistants Documentation

Tools Function Calling

A Few Final Words

The Importance of Natural Language and Its Use Cases

Getting to Know the Chat Completions API

Constructing Your Requests

Using the Chat Completions API

Demo Chat Completions - Using the Playground

Calling the Chat Completions API and Learning about Its Parameters

Using the Chat Completions API

The Response Object and Costs

Using Messages to Create Conversations

How to Stream Completions

JSON Mode to Format the Content

The Generative Powers of the Chat Completion API

Reproducible Outputs

Agenda

Introducing OpenAI Embeddings

Generating OpenAI API Key

What Are Embeddings

Setting up Project

Summary

Creating and Searching Embeddings

Agenda

Challenges with File Embeddings

Summary

Introduction to Vector Databases

Working with ChromaDB

Overview

What Is DALL-E Anyway

Generating Images from Scratch Based on a Text Prompt

Exploring Image Editing and Inpainting with DALL-E 2

Summary

Creating Image Variations

Overview

Environment Setup

Handling Responses

Implementing Image Generation from Text Prompts

Hands-on Image Editing with Inpainting Techniques

Saving Images to Disk

Creating and Applying Image Variations

Summary

Overview

Error Handling and Troubleshooting Common Issues

Rate Limiting and Retries

Summary

Integrating the OpenAI Image API in a Real-world Project

Using the Async Client

The OpenAI Model Family

Get Access to the OpenAI APIs

Factors Affecting OpenAI LLM Speed

GPT Models and Their Use Cases

Continuous Model Upgrade

OpenAI Tokenizer

OpenAI Consumption-based Pricing

For Further Learning

Demo Explore OpenAI Pricing

Demo Experiment with the OpenAI Playground

Summary

Demo Address the OpenAI APIs Directly

Overview

Visualizing the Context Window

About Context Windows

Optimize Token Usage

GPT Models and Maximum Token Length

The Tiktoken Python Library

Demo Explore Token Consumption

Summary

Demo Report on Token Consumption

Prompt Engineering Advanced Techniques

Few-shot Prompting Methods

Optimize GPT Query Response Times

System Messages

Demo Explore Tokenization and System Messages

Demo Tour the OpenAI API Docs and Libraries

Demo Generate Python Source Code

Demo Analyze Python Source Code

Summary

Identify AI Threats and OpenAI Best Practices

Configuring and Testing Security Settings

Introduction and Overview

Review of Security Measures and Best Practices

Ethical AI and Content Moderation Principles

Using OpenAI Moderation Tools

Assessing and Optimizing Content Moderation Strategies

Developing and Deploying AI Applications with OpenAI SDK

Designing AI Solutions with Integrated Security and Moderation

Course Recap and Continuous Learning

Monitoring, Updating, and Best Practices

Accessing Whisper

Figuring out How Youll Deploy Whisper

Using Whisper for English Transcriptions

Using Whisper with Other Languages

Customizing Whisper

Integrating Whisper into a Workflow

Introduction

AI, GPT, and OpenAI

REST APIs and JSON

Getting an OpenAI API Key

Demo Calling the API Using Curl, JS, and Python

Explaining Key Terms

Setting up the Python OpenAI Library

OpenAIs API Models

The Chat Completions API

The Audio API

API Pricing

The Images API

Designing the Second Prompt

The Demo Application

Designing the First Prompt

Summary

Building the Application

Error Handling

Calling External Functions

Handling Rate Limits

Choosing a Model

Counting Tokens

The Moderations API

Course Summary