Once again, I am jumping into the pool’s deep end to learn a programming language. LangChain is a library that empowers developers to build applications using large language models (LLMs) and other computational resources. It makes managing interactions with language models accessible, chain together multiple components, and integrate additional resources, such as APIs and databases.
Here is a brief walkthrough of how LangChain works:
- Components and Chains: LangChain has several core concepts. Components are the basic building blocks of LangChain. They are responsible for processing input data and generating output data. Chains are sequences of components that are executed in order.
- Models: LangChain provides a generic interface to various foundation models. These models can be used for tasks such as question-answering, chatbots, and agents.
- Prompts: LangChain provides a framework to help you manage your prompts. Prompts are the input data that is fed into your LangChain application.
- Memory: LangChain provides a standard interface for memory, a collection of memory implementations, and examples of chains/agents that use memory.
- Evaluation: Generative models are notoriously hard to evaluate with traditional metrics. One new way of evaluating them is using language models to do the evaluation.
The Langchain can be loaded quickly using my favorite tool Azure Data Studio Manage Packages.
Python should already be installed at this point.
I’ve selected five great sites for tutorials about Langchain:
- GitHub – gkamradt/langchain-tutorials
- Getting Started — ?? LangChain 0.0.187.
- Getting Started with LangChain: A Beginner’s Guide to Building LLM
- Tutorials — ?? LangChain 0.0.187.
- LangChain: How to Use – Beginner’s Guide | Step-by-Step Tutorial.
LangChain is a game-changer in coding languages, offering developers an intuitive and efficient platform to build applications. With its blend of programming paradigms, LangChain empowers programmers to write clean, concise, and scalable code.
As LangChain continues to evolve, we can expect it to find its place among the leading coding languages, attracting developers with its power and ease of use. My journey begins here; how about you?