Day 1
Exploring the Model Behind ChatGPT
- Introduction to Large Language Models
- Features of LLM
- Understanding Text Processing in Machines
- Transformer Model Workflow
- Why Transformers Excel at Predicting Text
- The Construction of a Large Language Model
Exploring LLMs through GPT4All
- Origin of "GPT"
- Challenges with Proprietary Models
- Introduction to GPT4All
- Installing GPT4All
- Utilizing GPT4All with Python
- Summary of GPT4All
Day 2
Understanding Zero-Shot and Few-Shot Prompting in Language Models
- The Mechanics of LLM Text Generation
- Zero-Shot Prompting
- Few-Shot Prompting
A Beginner's Guide to Prompt Engineering
- What is Prompt Engineering
- The Importance of Context in Large Language Models
- Large Language Model Limitations
- Effective Prompting Strategies
Understanding Hallucinations in Large Language Models: A Beginner's Guide
- Introduction to Hallucinations in LLMs
- Why Hallucinations Occur in LLMs
- Types of Hallucinations
- Benefits of Hallucinations in LLMs
- Strategies for Reducing Hallucinations
Day 3
Crafting Effective Prompts for ChatGPT
- The Importance of Prompting in Generative AI
- Key Techniques for Optimizing Prompts
- Effective Prompt vs. Ineffective Prompt
- Crafting the Right Words in Prompts
- Brevity for Specific Prompts
- Defining Roles and Goals in Prompts
- Positive and Negative Prompting
- Self-Evaluation Prompts for LLMs
- Advanced Prompt Engineering Strategies
- Guiding ChatGPT with Effective Prompting
Enhancing Creative Thinking with ChatGPT: Effective Brainstorming Strategies
- ChatGPT as an Idea Generation Tool
- Example Prompt for Crafting an EuroTrip Itinerary
- Example Prompt for Organizing a Memorable Family Dinner
- Tips for Maximizing ChatGPT's Brainstorming Capabilities
ChatGPT: Your Go-To Expert Assistant
- Enhancing Your Professional Development with ChatGPT
- Example Prompt for Boosting Machine Learning Performance with TPUs
- Example Prompt for A Comprehensive Guide to Safely Felling a Tree
- Essential Tips for Crafting Effective Expert Helper Prompts
Day 4
Utilizing ChatGPT for Effective Essay Writing
- Introduction to ChatGPT
- Guidelines for Effective Use in Essay Writing
- Example Prompt for Effective Essay Writing
- Strengths of ChatGPT in Essay Writing
- Limitations of ChatGPT in Essay Writing
- Comparison with Smaller Models
Making ChatGPT Your Individualized Teaching Assistant
- ChatGPT for ML/DS Learning
- How to Frame Your Prompt for ChatGPT
- Example Prompt Template
- Using ChatGPT for Interview Practice
- Maximize Your Learning Experience with ChatGPT
Maximizing Translation Accuracy with ChatGPT
- The Applications of ChatGPT in Multilingual and Code Translation
- Language Translation Prompt
- Human Language Translation Prompt
- Code Language Translation Prompt
- Tips for Improving Translation Quality
Day 5
Unlocking the Power of Summarization with ChatGPT
- The Importance of Automated Summarization in the Information Age
- Prompt for Highlighting Findings in Market Research Reports
- Prompt for Evaluating User Feedback Responses
- Strategies for Effective Summarization with ChatGPT
Innovative Strategies for Effective Research Using ChatGPT
- ChatGPT in Research: Revolutionary Benefits
- Prompt for Data Analysis and Exploration
- Prompt for Conducting Literature Reviews and Spotting Research Gaps
- Additional Prompts for Researchers
Exploring ChatGPT's Capabilities in Natural Language Understanding
- Leveraging ChatGPT in Natural Language Understanding
- ChatGPT : Your AI Assistant
- Extracting Insights from Unstructured Data
- Best Practices for Accurate Responses
Day 6
ChatGPT: Your Go-To Assistant for Coding Tasks
- ChatGPT's Code Generation Capabilities
- Initiate a Coding Project with ChatGPT
- Key Aspects of Programming Tasks Prompts
- Comprehending Code and Creating Function Snippets
ChatGPT: Your Tool for Diagram Generation
- Creating a Block Diagram for System Design
- Creating a Sequence Diagram
- Challenges and Best Practices for Graphics Generation
- Recommended Graphics Languages
