Semi-Structured Data

Rare Earth Juejin Tech Community

Jan 31, 2024 · Artificial Intelligence

Advanced RAG with Semi‑Structured Data Using LangChain, Unstructured, and ChromaDB

This tutorial demonstrates how to build an advanced Retrieval‑Augmented Generation (RAG) system for semi‑structured PDF data by leveraging LangChain, the unstructured library, ChromaDB vector store, and OpenAI models, covering installation, PDF partitioning, element classification, summarization, and query execution.

AIChromaDBLangChain

0 likes · 11 min read

Advanced RAG with Semi‑Structured Data Using LangChain, Unstructured, and ChromaDB

DataFunTalk

Jan 1, 2024 · Big Data

MaxCompute Semi-Structured Data: Concepts, Solutions, and Benefits

This article explains the nature of semi‑structured data, compares traditional schema‑on‑read and schema‑on‑write approaches, and details MaxCompute's columnar storage solution that balances flexibility, performance, and cost for large‑scale data warehouses.

Data WarehouseMaxComputeSemi-Structured Data

0 likes · 19 min read

MaxCompute Semi-Structured Data: Concepts, Solutions, and Benefits

DataFunSummit

Sep 7, 2023 · Big Data

MaxCompute Semi-Structured Data Solutions: Architecture, Comparison, and Performance Benefits

This article explains the concepts of semi‑structured data, compares traditional schema‑on‑read and schema‑on‑write approaches, and details MaxCompute's columnar storage solution—including AliORC, adaptive query processing, and handling of dirty or sparse data—to achieve high performance and low cost in big‑data warehousing.

MaxComputeSemi-Structured Datacolumnar storage

0 likes · 20 min read

MaxCompute Semi-Structured Data Solutions: Architecture, Comparison, and Performance Benefits