The Local LLM Crash Course – Build an AI Chatbot in 2 hours!

سرفصل های دوره

The only course you need to build a ChatGPT-like App in Python. Learn LLMs, Prompts, Hugging Face & LangChain Hands On!

1. Introduction and Environment Setup

1. Introduction

2. What will you learn

3. Prerequisites and Requirements

4. Course Blueprint

5. DO NOT SKIP - How to take the most out of this course

6. BOOKMARK THESE - Course Resources.html

7. Setting up the Coding Environment

8. A Quiz on Codespaces.html

2. Getting a Local LLM to Work

1. Introduction to Huggingface

2. Finding the best the LLM for our use case

3. Further Resources on LLMs.html

4. Our Huggingface Model.html

5. Getting the LLM to Work - Completing Sentences

6. Can you make the model say the capital of India.html

7. A Prompt Engineering Trick you could use in the Exercise

8. Speeding up our LLM - Streaming the LLM Response

9. The Local LLM Quiz.html

3. Adding Chat Capabilities to the LLM

1. Understanding Prompts for Chat and Instruction

2. Python Type Hints.html

3. Implementing the LLM Chat Prompt Logic

4. Using LLama2 instead Orca.html

5. The LLM Chat Logic Quiz.html

4. Implementing Conversational Memory

1. Prompt Engineering for Achieving Conversational Memory

5. Building the Chat UI

1. Introduction to Chainlit and Chainlit Setup

2. Message Processing in Chainlit

3. Customizing Chainlit

4. Integrating our Model to the Chat UI

5. Real-time response streaming to the UI

6. Conversational Memory in Chainlit

7. The Chat UI Quiz.html

6. Capstone Exercise and Wrapping it Up

1. Capstone Exercise Multiple LLMs and History Management in Chainlit.html

2. Test what you learned!.html

3. Congrats and Wrapping Up

7. EXTRA Use LangChain to Make our Chatbot Production-Ready!

1. LangChain Introduction

2. Integrating a Hugging Face Model into LangChain and Managing Response Length

3. The LangChain Prompt Template

4. Conversational Memory in LangChain

5. Chainlits LangChain Integration & Token Streaming

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تولید کننده: Udemy