Create a S3 to MongoDB Pipeline using the Unstructured API


Learn how to build an end-to-end document processing pipeline that processes PDFs from S3 and stores structured results in MongoDB. Features VLM-powered partitioning, semantic chunking, and vector embeddings using the Unstructured Workflows API.


Unstructured API Workflows S3 MongoDB VLM Embeddings


Getting Started with Unstructured API and IBM watsonx.data


Learn how to create data processing workflows with Unstructured API and its Python SDK to preprocess all of your unstructured data from your Azure Blob Storage into your IBM watsonx.data instance.


Unstructured API Workflows Azure Blob Storage IBM watsonx.data


Using Unstructured with Snowflake Cortex Search for RAG


Use Snowflake Cortex and RAG to do natural-language searches across a Snowflake table that contains data provided by Unstructured. Additional Snowflake Cortex functions are also explored.


Unstructured API Snowflake Cortex RAG Search Workflows S3


Agentic RAG with LangGraph and Together AI


Build Agentic RAG with LangGraph and Together AI and compare the results with Vanilla RAG in pure Python


Unstructured API Workflows Agents LangGraph Together AI Astra DB


Getting Started with Unstructured API and Snowflake


Learn how to create data processing workflows with Unstructured API and its Python SDK to preprocess all of your unstructured data from your Azure Blob Storage into your Snowflake Table.


Unstructured API Workflows Azure Blob Storage Snowflake


Building Graph-Based RAG Applications


Learn how to use the Unstructured API to create a Graph RAG-based workflow that writes data with named entity recognition (NER) to your Astra DB.


Unstructured API Workflows Graph RAG NER Astra DB


Getting Started with Unstructured API and Delta Tables in Databricks


Learn how to create data processing workflows with Unstructured API and its Python SDK to preprocess all of your unstructured data into your Delta Table.


Unstructured API Workflows Databricks S3


RAG for Online Documentation


Crawl websites with Firecrawl and build a RAG workflow powered by Unstructured and MongoDB Atlas vector search.


Unstructured API Workflows MongoDB


Unstructured Workflow Endpoint Quickstart


Build an end-to-end workflow in Unstructured programmatically by using the Unstructured Workflow Endpoint.


Unstructured API Workflows S3


RAG with Databricks Vector Search with Context from Multiple Sources


Build RAG with Databricks Vector Search with context preprocessed from multiple sources by Unstructured.


Databricks Introductory notebook


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


GPT-4o smolagents Agents DataStax S3 Advanced notebook


LLama3.2 RAG evaluation on unstructured text


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


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 and return images in your RAG output


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.


Unstructured API 🤗 Hugging Face LangChain Llama 3 Introductory notebook

Synthetic test dataset generation


Build a Synthetic Test Dataset for your RAG system in 5 easy steps


Unstructured API GPT-4o Ragas LangChain Advanced notebook


Create a S3 to MongoDB Pipeline using the Unstructured API


Learn how to build an end-to-end document processing pipeline that processes PDFs from S3 and stores structured results in MongoDB. Features VLM-powered partitioning, semantic chunking, and vector embeddings using the Unstructured Workflows API.


Unstructured API Workflows S3 MongoDB VLM Embeddings


Getting Started with Unstructured API and IBM watsonx.data


Learn how to create data processing workflows with Unstructured API and its Python SDK to preprocess all of your unstructured data from your Azure Blob Storage into your IBM watsonx.data instance.


Unstructured API Workflows Azure Blob Storage IBM watsonx.data


Using Unstructured with Snowflake Cortex Search for RAG


Use Snowflake Cortex and RAG to do natural-language searches across a Snowflake table that contains data provided by Unstructured. Additional Snowflake Cortex functions are also explored.


Unstructured API Snowflake Cortex RAG Search Workflows S3


Agentic RAG with LangGraph and Together AI


Build Agentic RAG with LangGraph and Together AI and compare the results with Vanilla RAG in pure Python


Unstructured API Workflows Agents LangGraph Together AI Astra DB


Getting Started with Unstructured API and Snowflake


Learn how to create data processing workflows with Unstructured API and its Python SDK to preprocess all of your unstructured data from your Azure Blob Storage into your Snowflake Table.


Unstructured API Workflows Azure Blob Storage Snowflake


Building Graph-Based RAG Applications


Learn how to use the Unstructured API to create a Graph RAG-based workflow that writes data with named entity recognition (NER) to your Astra DB.


Unstructured API Workflows Graph RAG NER Astra DB


Getting Started with Unstructured API and Delta Tables in Databricks


Learn how to create data processing workflows with Unstructured API and its Python SDK to preprocess all of your unstructured data into your Delta Table.


Unstructured API Workflows Databricks S3


RAG for Online Documentation


Crawl websites with Firecrawl and build a RAG workflow powered by Unstructured and MongoDB Atlas vector search.


Unstructured API Workflows MongoDB


Unstructured Workflow Endpoint Quickstart


Build an end-to-end workflow in Unstructured programmatically by using the Unstructured Workflow Endpoint.


Unstructured API Workflows S3


RAG with Databricks Vector Search with Context from Multiple Sources


Build RAG with Databricks Vector Search with context preprocessed from multiple sources by Unstructured.


Databricks Introductory notebook


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


GPT-4o smolagents Agents DataStax S3 Advanced notebook


LLama3.2 RAG evaluation on unstructured text


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


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 and return images in your RAG output


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.


Unstructured API 🤗 Hugging Face LangChain Llama 3 Introductory notebook

Synthetic test dataset generation


Build a Synthetic Test Dataset for your RAG system in 5 easy steps


Unstructured API GPT-4o Ragas LangChain Advanced notebook