Mastering ChatGPT & OpenAI APIs: A Concise Guide

Text Completion, ChatGPT API, Prompt Engineering, Fine Tuning, Embeddings, Whisper, DALL-E and Real World Applications

Created by: Karan Kakwani
Machine Learning Engineer

Created by: Saqib Shamsi
Machine Learning Engineer

What Will I Learn?

• Set up your development environment including setting up OpenAI account and configuring API access
• Make your first OpenAI API request using Python
• Explore different types of API endpoints, such as Completion and Chat Completion (ChatGPT API)
• Understand the structure of API responses and how to break them down effectively
• Learn about tokens and how to compute them for efficient API usage
• Build your own ChatGPT using OpenAI API
• Master the art of prompt engineering for generating desired outputs
• Prompt Engineering Key Principles
• Utilize zero-shot and few-shot prompting techniques for enhanced results
• Dive into fine-tuning and understand its purpose, along with the steps involved to develop a multi-class Text Classifier
• Harness the power of Embeddings and learn how they can be used effectively
• Perform OpenAI Embeddings requests and work with vector indices and databases
• Create a Document Search Application using Embeddings
• Utilize OpenAI Whisper for audio summarization and build a Youtube Summarization Application
• Work with the DALL-E model for generating creative images

Requirements

• No prior experience with OpenAI APIs or Machine Learning or Data Science needed

Target audience

• Both beginners and advanced programmers, regardless of whether you have a background in machine learning or data science.
• We believe that anyone can benefit from this course, regardless of their expertise.