大型语言模型的非技术介绍

上次更新时间：2024-11-29

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课程内容

1. Introduction

1. Introduction (免费)

2. What is a Large Language Model

1. Defining Large Language Models (免费)
2. A Large Language Model in a Diagram
3. How Large Language Models work

3. Important Terminologies

1. Context Length
2. Dataset
3. Fine-tuning
4. Hallucinations
5. LoRA and QLoRA
6. Quantization
7. Foundation Model

4. How LLMs are trained

1. How Large Language Models are Trained
2. Alpaca Model with Synthetic Data

5. What are some examples of Large Language Models

1. Primary types of Large Language Models
2. Proprietary vs Open Source

6. Different use cases of LLMs

1. Creating Documentation
2. Coding
3. Coding - More advanced
4. Writing a story

7. Finetuning an LLM using custom dataset

1. Offline applications you can use
2. Fine-tuning a Large Language Model Part 1
3. Fine-tuning a Large Language Model Part 2

8. End note

1. What's next

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大型语言模型的非技术介绍

Non-technical Introduction to Large Language Models

上次更新时间：2024-11-29 21:18

课程售价：2.9元

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课程内容

8个章节 , 23个讲座

1. Introduction

1. Introduction (免费)

2. What is a Large Language Model

1. Defining Large Language Models (免费)
2. A Large Language Model in a Diagram
3. How Large Language Models work

3. Important Terminologies

1. Context Length
2. Dataset
3. Fine-tuning
4. Hallucinations
5. LoRA and QLoRA
6. Quantization
7. Foundation Model

4. How LLMs are trained

1. How Large Language Models are Trained
2. Alpaca Model with Synthetic Data

5. What are some examples of Large Language Models

1. Primary types of Large Language Models
2. Proprietary vs Open Source

6. Different use cases of LLMs

1. Creating Documentation
2. Coding
3. Coding - More advanced
4. Writing a story

7. Finetuning an LLM using custom dataset

1. Offline applications you can use
2. Fine-tuning a Large Language Model Part 1
3. Fine-tuning a Large Language Model Part 2

8. End note

1. What's next