Overview
The “Chat-GPT” course is designed to provide an understanding of the Chat-GPT model, a state-of-the-art language model developed by OpenAI. Participants will learn how Chat-GPT works, its capabilities, and how to effectively utilize it for various natural language processing tasks, including chatbot development, content generation, and more.
Objectives
At the end of Applying Professional Scrum Training for Software Developers course, participants will be able to
Prerequisites
- Basic knowledge of natural language processing (NLP) concepts.
- Familiarity with programming languages such as Python.
- Understanding of machine learning principles and neural networks.
- Prior experience with NLP frameworks and libraries is beneficial but not mandatory.
Course Outline
- Introduction to Machine Learning
- Machine Learning tools and Techniques
- Introduction
- Quick Start Code Example
- Text Completion High Level Overview
- What are Tokens?
- How does GPT work?
- How does DALLE work?
- Open AI Account Set-up
- AI Safety and Alignment
- Open AI Pricing
- Introduction to GPT Prompt Engineering
- Improving GPT Prompts to get Better Responses
- GPT Templating
- GPT Template Examples
- Including Context or Knowledge in GPT Prompts
- Writing Code
- Getting Started
- The Anatomy of a Request and Response
- Testing in the Playground
- Code Examples in a Range of Programming Languages
- Introduction to Completion Parameters
- Quick Revision of a Code Example to call the API
- Natural Language
- NLP to SQL – Project Overview
- Tabular Data Set-up
- Natural Language Request
- Text Completion API – Parameter Overview
- Open AI API Call and Request Handling
- Introduction to Reddit Sentiment Analysis
- Reddit API Set-up
- Reddit Comments and Titles
- Perform Sentiment Analysis via Open AI
- Advantages of Programming Overview of Python Organizations using Python
- Learn how to use Text Embedding with Open AI
- Discover how to use DALLE-2 API to generate images
- Automatic Recipe and Dish Image
- Introduction to Recipe Project
- Generating Dish Image via Image API (DALLE)
- Full Python Script Walkthrough
- Brand Reputation Management
- Tools to work with using ChatGPT
- AI use cases in retail Industry
- AI use cases in Automobile
- AI use cases in Healthcare
- AI use cases in Finance
- Reference books, videos and blogs
- Next steps
- Final Q&A
- Final assessment (optional)