Code Your Own AI: Generate Text, Images, and Audio with Python

Overview Dive into coding your own AI creations that whip up text, images, and sounds using Python—no fancy tech degree needed! Description: Master GPT-4 API for natural language processing, including text generation, summarization, and translation. Learn how to generate visual images based on text prompts using DALL-E, an OpenAI image generation. Apply Whisper API to transcribe audio files. Learning Objectives: - After this course, you will have the opportunity to: - Develop an understanding of using OpenAI generative models using Python - Understanding different API endpoints - Learn how to debug code, improve code, and even write code from scratch using API - Generate interesting images using the DALL-E API - Convert Audio into transcriptions and translation using powerful Whisper API Course Outline: Introduction To OpenAI Models - Brief history of OpenAI - Overview of OpenAI models: GPT-4, DALL-E, and Whisper - Signing up for a developer account - Hands-on: Sign up for a developer account Getting Started With OpenAI Python API - Using API key - Generating first completion request - Understanding Tokens, MAX_TOKENS - Stop sequences, N and Echo - Hands-on lab with these topics Important API Parameters - Temperature Parameter - Understanding Top P - Frequency Penalty and Presence Penalty - Streaming Responses - Using Completion and Chat API - Cost Estimation with TikToken - Hands-on lab with these topics Working With Code - Use API to understand code and calculate time complexity - Make GPT-4 find and fix code bugs - Translate code from JavaScript to Python - Generating code - Hands-on lab with these topics DALL-E Image Generator - What is DALL-E? - Using DALL-E API to generate images - Hands-on lab with DALL-E Whisper Audio To Text - Introducing Whisper - Translating and Transcribing with Whisper API - Transcribing Non-English Audio - Hands-on lab with these topics Prerequisites: Must have some Python programming experience.