Class Central is learner-supported. When you buy through links on our site, we may earn an affiliate commission.

CodeSignal

Document Processing and Retrieval with LangChain in Java

via CodeSignal

Go to class Write review

Overview

Unlock the power of document intelligence with LangChain in Java. This course will teach you how to efficiently process and retrieve information from documents. Learn to load, split, and embed documents, and master the art of similarity search to extract relevant insights. Build a robust foundation for document-driven applications with cutting-edge techniques.

Syllabus

  • Unit 1: Introduction to Document Processing with Java
    • Loading and Inspecting PDF Documents
    • Switching to Text File Loading
    • Experiment with Document Splitting Parameters
    • Exploring Different Text Splitters
    • Loading and Splitting PDF Documents
  • Unit 2: Generating Document Embeddings with OpenAI
    • Creating Document Embeddings with OpenAI
    • Experiment with Embedding Parameters
    • Fix the Embedding Model Bug
    • Exploring Embedding Dimensions
  • Unit 3: Retrieving Relevant Information with Similarity Search in Java
    • Exploring Vector Store Details
    • Formulate a Query for the Similarity Search
    • Adjusting Document Retrieval Quantity
    • Vector Similarity Search
  • Unit 4: Asking Questions with Retrieved Context and Templates
    • Creating a Chat Prompt Template
    • Combining Document Chunks for Context
    • Creating Structured Prompts with String Templates
    • Chat Model Integration with Context Retrieval
    • Guiding Model Responses with System Message

Reviews

Start your review of Document Processing and Retrieval with LangChain in Java

Go to class

Never Stop Learning.

Get personalized course recommendations, track subjects and courses with reminders, and more.

Sign up for free
Someone learning on their laptop while sitting on the floor.