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Prerequisites:Must have some python programming experience.
Description:
Building AI models to generate text, images and translating or transcribing audio is a daunting task for any organization. In this Kickstart Using GPT-4, DALL-E, Whisper With Python course, unleash the power of AI by using OpenAI’s python APIs including GPT-4, DALL-E and Whisper API's. In this course, you will get a deep understanding of using the generative models and integrating them in your applications . Master GPT-4 API for natural language processing including text generation, summarization, translation and more. Use GPT-4 API to write code from scratch, debug code and improve code. Learn how to generate visually stunning images based on text prompts using DALL-E , an OpenAI’s image generation API. Apply Whisper API to transcribe or translate audio files.
Duration: 2 Day
Learning Objectives:
After this course, you will have the opportunity to:
- Develop a understanding of using OpenAI’s 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’s models: GPT-4, DALL-E, and Whisper
- Signing up for a developer’s 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 calculating 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
Training material provided: Yes (Digital format)
Hands-on Lab: Instructions will be provided to install Jupyter notebook and other required python libraries. Students can opt to use ‘Google Colaboratory’ if they do not want to install these tools
