Overview
This 4-hour intermediate workshop aims to provide participants with advanced skills and knowledge in a specific topic.
Objectives
This 4-hour intermediate workshop aims to deepen participants’ expertise in the subject matter and promote collaboration among attendees, ultimately enhancing their practical skills and knowledge.
Prerequisites
- Intermediate Knowledge: Participants should have a foundational understanding of the subject matter, typically gained through prior coursework, training, or professional experience.
- Basic Skills: Proficiency in fundamental skills or concepts related to the workshop’s focus area, ensuring that participants can engage effectively with advanced content.
- Laptop or Device: Access to a laptop or device with internet connectivity to participate in interactive exercises and activities.
- Open Mindset: An open and eager mindset to learn, collaborate, and actively engage in the workshop’s activities and discussions.
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)