Stage 5: Exploration of AI Application Scenarios
A tutorial on large language models and chatbot technology produced by IBM Technology, covering 13 core topics including LLM working principles, prompt tuning, security risks, etc.
Introduction to Large Language Models and Chatbots Course
Course Overview
This is a YouTube playlist produced by IBM Technology, specifically designed to explain technical content related to Large Language Models (LLM) and Chatbots. The course comprises 13 videos with over 101,862 total views, making it a high-quality resource for learning AI and Large Language Model technologies.
Course Catalog
1. How Large Language Models Work
- Content: Introduction to how Large Language Models work
- Duration: 5:34
2. What is Prompt Tuning?
- Content: What is prompt tuning
- Published: 2 years ago
- Views: 260K
- Duration: 8:33
3. Risks of Large Language Models (LLM)
- Content: Analysis of the risks of Large Language Models
- Published: 2 years ago
- Views: 140K
- Duration: 8:26
4. Why Large Language Models Hallucinate
- Content: Why Large Language Models hallucinate
- Published: 2 years ago
- Views: 260K
- Duration: 9:38
5. AI and Large Language Models Boost Language Translation
- Content: How AI and Large Language Models enhance language translation
- Published: 1 year ago
- Views: 17K
- Duration: 6:19
6. Large Language Models Are Zero Shot Reasoners
- Content: Large Language Models as zero-shot reasoners
- Published: 2 years ago
- Views: 40K
- Duration: 7:47
7. Should You Use Open Source Large Language Models?
- Content: Whether to use open-source Large Language Models
- Published: 1 year ago
- Views: 380K
- Duration: 6:40
8. Hypnotized AI and Large Language Model Security
- Content: Hypnotized AI and Large Language Model security
- Published: 1 year ago
- Views: 11K
- Duration: 13:22
9. What is a Chatbot?
- Content: What is a chatbot
- Published: 4 years ago
- Views: 210K
- Duration: 9:42
10. Do Chatbots Need AI?
- Content: Do chatbots need AI
- Published: 1 year ago
- Views: 14K
- Duration: 5:17
11. How Chatbots Could Be 'Hacked' by Corpus Poisoning
- Content: How chatbots can be attacked by corpus poisoning
- Published: 2 years ago
- Views: 16K
- Duration: 8:31
12. Open Source in Action with watsonx
- Content: Open source applications in watsonx
- Published: 1 year ago
- Views: 8,047
- Duration: 7:32
13. 3 Benefits of virtual assistants for Customer Service
- Content: 3 advantages of virtual assistants in customer service
- Published: 1 year ago
- Views: 9,410
- Duration: 3:22
Course Features
Comprehensive Content Coverage
- From basic concepts to advanced applications
- Covers technical principles, practical applications, and security considerations
- Includes open-source solutions and commercial applications
High Production Quality
- Produced by the professional team at IBM Technology
- Excellent video quality and clear explanations
- Suitable for learners of different technical levels
Strong Practicality
- Addresses real-world business scenarios
- Includes content on security and risk management
- Provides comparisons between open-source and commercial solutions
Learning Suggestions
Target Audience
- AI and machine learning beginners
- Technical professionals interested in Large Language Models
- Developers looking to understand chatbot technology
- Business decision-makers and technical managers
Learning Path
- Start with basic concepts (Videos 1, 2, 9)
- Delve into technical principles and challenges (Videos 3, 4, 6)
- Explore practical application scenarios (Videos 5, 12, 13)
- Focus on security and risk management (Videos 8, 11)
- Consider open-source vs. commercial solutions (Videos 7, 10)
Learning Outcomes
- Comprehensive understanding of how Large Language Models work
- Mastery of prompt engineering and tuning techniques
- Knowledge of AI security and risk management
- Foundational knowledge for building chatbots
- Ability to make informed technology selection decisions