Chatgpt & LLM Workshop by Tonex
This comprehensive workshop by Tonex provides in-depth training on ChatGPT and Large Language Models (LLMs). Explore the capabilities, applications, and best practices of these advanced AI technologies. Gain hands-on experience to harness the power of ChatGPT and LLMs effectively.
Learning Objectives: Upon completing this workshop, participants will be able to:
- Learn the fundamentals of ChatGPT and Large Language Models (LLMs).
- Implement ChatGPT and LLMs for various natural language processing tasks.
- Customize and fine-tune language models for specific applications.
- Apply best practices for ethical and responsible AI development with ChatGPT and LLMs.
- Analyze real-world use cases and evaluate the impact of ChatGPT and LLMs in different industries.
- Develop practical skills through hands-on exercises and projects.
Audience: This workshop is ideal for:
- Data Scientists and Machine Learning Engineers
- AI Developers and Researchers
- Natural Language Processing (NLP) Practitioners
- AI Enthusiasts and Innovators
- Professionals seeking to enhance their AI skills
- Anyone interested in ChatGPT and LLM technology
Course Outline:
Introduction to ChatGPT and LLMs
- Understanding the Basics of Language Models
- Introduction to ChatGPT
- Large Language Models (LLMs) Overview
- Use Cases and Applications of ChatGPT and LLMs
- Ethical Considerations in Language Model Development
- Hands-on: Setting up the Development Environment
Building and Fine-Tuning ChatGPT
- Data Preparation for ChatGPT
- Architecture and Model Structure
- Fine-Tuning Strategies for Specific Tasks
- ChatGPT Variants and Pre-trained Models
- Hands-on: Customizing ChatGPT for a Chatbot
Leveraging LLMs for NLP Tasks
- LLMs for Text Classification
- LLMs for Named Entity Recognition (NER)
- Sentiment Analysis with LLMs
- Language Translation Using LLMs
- Hands-on: Implementing NLP Tasks with LLMs
Ethical and Responsible AI with ChatGPT and LLMs
- Bias and Fairness in Language Models
- Mitigating Bias in ChatGPT and LLMs
- Ensuring Privacy and Data Protection
- Guidelines for Ethical Model Deployment
- Hands-on: Bias Detection and Mitigation Techniques
Real-World Applications and Case Studies
- Industry-Specific Use Cases (e.g., Healthcare, Finance, Customer Service)
- Success Stories of ChatGPT and LLM Implementation
- Challenges and Future Trends
- Regulatory and Compliance Considerations
- Hands-on: Analyzing Industry-Specific Use Cases
Capstone Project
- Applying ChatGPT and LLMs to Solve a Real-World Problem
- Project Planning and Implementation
- Evaluation and Presentation
- Peer Review and Feedback
- Graduation and Certification Ceremony