LangChain Chat with Your Data
About The Course
Course Description: The course delves into two main topics: (1) Retrieval Augmented Generation (RAG), a common LLM application that retrieves contextual documents from an external dataset, and (2) a guide to building a chatbot that responds to queries based on the content of your documents, rather than the information it has learned in training.
- Name: LangChain: Chat with Your Data
- Offered By: DeepLearning.AI
- Lecturer: Harrison Chase
- Course website: DeeplearningAI
Skills and Insights Gained
I’ve gained hands-on experience with Retrieval Augmented Generation (RAG) and developed a deeper understanding of building chatbots that respond to queries using external datasets. I learned how to efficiently load, split, and manage diverse data sources, including audio and video, by using LangChain’s extensive set of data loaders.
I also delved into the use of embeddings and vector stores, mastering techniques for retrieving relevant information from indexed data. Furthermore, I gained practical skills in building question-answering systems and chatbots, learning how to track and select key information from ongoing conversations and datasets. This course has equipped me with the ability to create real-world applications that interact dynamically with data through LangChain and LLMs.