Notebooks

Agentic RAG with Hugging Face smolagents vs Vanilla RAG

Build Agentic RAG with smolagents library and compare the results with Vanilla RAG in pure Python

Unstructured Platform UI GPT-4o smolagents Agents DataStax S3 Advanced notebook

LLama3.2 RAG evaluation on unstructured text

Evaluate Llama3.2 for your RAG system with Unstructured Platform, GPT-4o, Ragas, and LangChain

Unstructured Platform UI GPT-4o Ragas LangChain Llama3.2 Pinecone S3 Advanced notebook

Multimodal RAG: Enhancing RAG outputs with image results

Process a file in S3 with Unstructured Platform and return images in your RAG output

Unstructured Platform UI S3 FAISS GPT-4o-mini Advanced notebook

Quantitative Reasoning with tables inside PDFs

From Pixels to Insights: Seamlessly Extracting and Visualizing Table Data with Unstructured and Hex

Unstructured API Hex Advanced notebook

PII removal with GLiNER in unstructured data ETL

Remove Personally Identifiable Information (PII) as a part of unstructured data preprocessing.

Unstructured API PII GLiNER Advanced notebook

Custom metadata extraction and self-querying retrieval

Extract custom metadata, and enable metadata pre-filtering in your RAG.

Unstructured API MongoDB Metadata Advanced notebook

Selecting an embedding model for custom data

End-to-end data processing pipeline using Unstructured Serverless API.

Unstructured API Hugging Face Advanced notebook

RAG with PDFs, LangChain and Llama 3

A RAG system with the Llama 3 model from Hugging Face.

Unstructured API 🤗 Hugging Face LangChain Llama 3 Introductory notebook

Unstructured data ETL from S3 to SingleStore DB

Learn to ingest, partition, chunk, embed and load data from an S3 bucket into SingleStore DB.

Unstructured API SingleStoreDB AWS S3 Introductory notebook

Google Drive to DataStax Astra DB

Embed your Google Drive Docs in an Astra Vector Database with Unstructured Serverless API

Unstructured API Google DataStax Introductory notebook

Weaviate RAG quickstart

Embed your local documents in an Weaviate Vector Database with Unstructured Serverless API

Unstructured API OpenAI Weaviate Introductory notebook

Preprocess PDFs in AWS S3, load into Elasticsearch

Ingest PDF documents from an S3 bucket, transform them into a normalized JSON with Unstructured Serverless API, chunk, embed and load into Elasticsearch.

Unstructured API AWS S3 Elasticsearch Introductory notebook

Preprocess documents in Google Drive, load into Databricks Volume

Preprocess documents from a Google Drive Unstructured Serverless API and load them into Databricks Volume.

Unstructured API Google Drive Databricks Introductory notebook

Source references in RAG responses

Add document source references to RAG responses based on documents metadata.

Unstructured API RAG LangChain Intermediate notebook

Query processed PDF with HuggingChat

Send a PDF to Unstructured for processing, and send a subset of the returned PDF’s processed text to HuggingChat for chatbot-style querying.

Unstructured API 🤗 Hugging Face 🤗 HuggingChat Introductory notebook

Llama 3 Local RAG with emails

Build a local RAG app for your emails with Unstructured, LangChain and Ollama.

Unstructured API LangChain Ollama Llama 3 Introductory notebook

Building RAG With PowerPoint presentations

A RAG solution that is based on PowerPoint files.