LangChain For Developers: Using OpenAI LLMs in Python

سرفصل های دوره

Learn how to connect LangChain to OpenAI to work with LLMs in Python through practical examples.

1 - Introduction to Langchain & LLMs

1 - What is Langchain

2 - Understanding LLMs

3 - Installing Langchain & Hello World Example

3 - langchain-install-and-helloworld.zip

2 - Langchain Models

4 - Different Types of Supported Models

5 - Working with LLM Models

6 - Chat Models In Langchain

7 - What Are Embeddings

8 - Using OpenAI Text Embeddings to Analyze Sentiment

9 - Google Colab Notebook For Langchain Models.html

9 - langchain-models.zip

3 - Prompting & Parsing In Langchain

10 - Prompting Best Practices Formatting Few Shot Prompting & CoT

10 - prompting-best-practices.zip

11 - Using Langchains Builtin Prompt Templates

12 - Output Parsers in Langchain

13 - Google Colab Notebook for Prompt Templates & Output Parsers.html

13 - langchain-prompts-output-parsers.zip

4 - Memory Chaining & Indexes

14 - Managing Chatbot Memory in Langchain

14 - memory.zip

15 - What is Chaining

16 - How To Build Chains in Langchain

16 - chaining.zip

17 - Langchain Document Loaders & Vectorstores

17 - articles.csv

17 - langchain-indexes.zip

5 - Langchain Agents

18 - What are Langchain Agents

19 - Working With Langchain Agents

20 - Building An Arxiv Summarizer Agent

21 - Google Colab Notebook for Langchain Agents.html

21 - langchain-agents.zip

6 - Querying Your Data Using Chat Models

22 - Document Loaders For Different Data Types & Sources

22 - langchain-documentloading.zip

22 - reviews-data.csv

23 - Document Splitting Exploring Different Methods

23 - langchain-documentloading.zip

24 - Recap on Vector Stores

24 - embedding-data-using-vectorstores.zip

25 - Advanced Retrieval Methods

25 - advanced-retrieval-methods.zip

26 - Querying Your Data with Chat Models

26 - talking-about-your-data.zip

7 - Projects For Applying Advanced Querying Methods

27 - Scaling Up Our Arxiv Research Bot

27 - arxiv-research-bot.zip

28 - Utilizing YouTube as a Data Source for Chatbot Models

29 - Hooking Up Our Chatbot to Wikipedia

29 - wikipedia-chatbot.zip

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تولید کننده: Udemy