ChatGPT is a large-scale language model released by OpenAI, which is mainly used in dialogue problems in the field of natural language processing. It is trained through deep learning technology, which can understand and generate human language more accurately, and have a more natural and fluent dialogue with humans. ChatGPT performs amazingly on a wide variety of conversational questions, whether in basic small talk conversations or topic-specific Q&As, generating meaningful responses quickly and generally keeping up with the pace and context of the conversation .
Since the release of ChatGPT, more and more researchers have become interested in ChatGPT. There is a lot of knowledge behind ChatGPT, but sometimes "nonsense" and some unreasonable or even wrong answers are generated, which is like a "double-edged sword"; therefore, China needs to have its own basic model system to ensure security , concurrency, stability and other issues.
After research, the Vocational Education Research Institute of the Chinese Academy of Management Sciences and Beijing Shieryou Education Technology Group Co., Ltd. specially sponsored the "ChatGPT Large Language Model Technology and Application Training Course". This time, the latest progress and technology of ChatGPT at home and abroad will be explained in detail; practical plans will be provided for the actual scenarios and landing paths of universities, enterprises and institutions, and the principles behind ChatGPT will be deeply analyzed from the perspective of artificial intelligence technology, explaining how ChatGPT can perform so well The reason for the great ability. Finally, the various opportunities and challenges that ChatGPT may bring will be discussed from two different dimensions of academia and industry, and in-depth case studies will be conducted to help students master and use ChatGPT for specific work. It enables students to understand the entire technology stack, use their own data to create a private domain AIGC, and realize the application of certain valuable scenarios.
Agenda Topics
May 12-14, 2023
The first day morning
Concept articles: ChatGPT concept interpretation and technical development 1. What is ChatGPT
2. ChatGPT’s development history
3. ChatGPT’s basic capabilities
4. ChatGPT’s main technologies
5. The main characteristics of ChatGPT
6. The biggest innovation of ChatGPT
7. The problems and shortcomings of ChatGPT
8. The relationship between ChatGPT, AIGC and Metaverse
9. The revolutionary impact brought by ChatGPT
10. The challenges faced by
ChatGPT
ChatGPT application scenarios and business models
1. ChatGPT business value
2. Overview of ChatGPT application scenarios and industry fields
3. Detailed explanations of ChatGPT application scenarios - smart office
ChatPDF, ChatDOC, Copilot, etc.
4. Detailed explanations of ChatGPT application scenarios - smart medical
"ChatGPT+ knowledge map" knowledge Driven new paradigm of digital transformation of the entire process of pharmaceutical companies
5. ChatGPT business model architecture - MaaS (Model as a Service)
The next morning
Architecture: ChatGPT system architecture and workflow
1. ChatGPT's overall technical route
2. ChatGPT training data set
3. The training process of ChatGPT
4. The computing resources of ChatGPT
5. The key elements of ChatGPT implementation
6. The technical architecture of New Bing based on ChatGPT
7. The technical architecture of ChatPDF based on ChatGPT
Afternoon
technical articles: Detailed explanation of key technologies and principles of ChatGPT 1. Transformer technical principle
2. GPT technical principle
3. Prompt learning and fine-tuning of instructions
4. Chain of Thought (COT)
5. Reinforcement Learning with Human Feedback (RLHF)
6. Multimodal large model GPT-4 Practice
in the morning of the third day
Article: ChatGPT basic functions and application practice
1、ChatGPT基本功能及使用体验
2. ChatGPT’s language processing functions
Text generation, text completion, text classification, text correction, poetry generation, content creation, question and answer, translation, abstract, rewriting, sentiment analysis, chat robot, etc. 3. ChatGPT’s program writing function Program
writing
, Program debugging, program modification
4, ChatGPT copywriting function
scheme design, project consulting, literary creation, writing speech outlines, writing analysis reports, financial analysis, industrial automation, medical diagnosis, education, supply chain management, sales and marketing, legal applications , scientific research, etc.
5. ChatGPT's knowledge extraction function entity recognition, relationship extraction, triplet extraction, and multigroup extraction
Afternoon
Trends: The current progress and development trend of large models 1. The new AI paradigm led by ChatGPT
2. The large model Technological progress
3. Large models and natural language processing
4. Large models and knowledge graphs
5. Challenges faced by large models