CambioML
CambioML is an open-source machine learning infrastructure company that provides tools for accurate, private, and configurable document retrieval and data extraction using LLMs.
https://www.cambioml.com/
Product Information
Updated:Nov 9, 2024
What is CambioML
CambioML, founded in 2023 by Rachel Hu and based in San Jose, CA, is a startup specializing in open-source machine learning infrastructure. The company offers tools and libraries like Uniflow and Pykoi that streamline the process of extracting, transforming, and analyzing data from unstructured sources such as PDFs, HTML, and forms. CambioML aims to bridge the gap between ML development and production, providing a unified interface for data scientists and practitioners to efficiently handle large-scale machine learning projects.
Key Features of CambioML
CambioML is an open-source machine learning infrastructure company that provides tools for extracting, transforming, and analyzing data from unstructured sources like PDFs, HTML, and forms. It offers accurate document retrieval, data extraction, and transformation capabilities, with a focus on privacy preservation and LLM integration. CambioML's products include Uniflow for data extraction and Pykoi for active learning and model comparison.
Accurate Document Extraction: Extracts data from PDFs, HTML, and forms with high accuracy, including hidden insights from tables, charts, and headers.
Privacy-Preserving Retrieval: Allows redaction of confidential information during the extraction process to maintain data privacy.
LLM Integration: Provides extracted data in formats ready for LLM fine-tuning or database integration, with an LLM-agnostic interface for model comparison.
Unified ML Development Interface: Offers tools like Pykoi for streamlined machine learning workflows, including data collection, RLHF training, and model comparison.
Flexible Deployment Options: Supports deployment on various environments, including local data centers, for enhanced control and security.
Use Cases of CambioML
Real Estate Document Management: Efficiently extract and manage information from large volumes of property documents, potentially handling up to 500,000 pages per building.
Financial Data Analysis: Extract insights from financial reports and documents for portfolio managers and analysts, ensuring accurate data retrieval and transformation.
Research and Development: Accelerate R&D processes by efficiently extracting and transforming data from scientific papers and reports for analysis and model training.
Compliance and Legal Review: Assist in reviewing and extracting relevant information from legal documents while maintaining confidentiality through redaction features.
Pros
Open-source with active development and community support
High accuracy in data extraction, especially from complex documents
Strong focus on privacy and security in data handling
Flexible deployment options including on-premises solutions
Cons
Relatively new company (founded in 2023) with potentially limited track record
May require technical expertise to fully utilize all features and capabilities
How to Use CambioML
Install CambioML: Install the CambioML open-source Python library, likely using pip: pip install cambioml
Import and initialize: Import the library and initialize the AnyParser with your API key: from any_parser import AnyParser; op = AnyParser(your_api_key)
Prepare your document: Have your PDF, HTML, or other document file ready for extraction
Extract content: Use the extract method to process your document: content_result = op.extract(your_file_path)
Configure output: Specify your desired output format (JSON, CSV, or Markdown) and schema mapping
Review and use extracted data: Examine the extracted content and use it for your desired purpose (e.g. LLM training, database input)
Redact if needed: If working with sensitive information, use CambioML's redaction features to remove confidential data during retrieval
Integrate with other tools: Use the extracted data with other CambioML tools like pykoi for model comparison or RLHF fine-tuning if needed
CambioML FAQs
CambioML is a company that specializes in open-source machine learning infrastructure, providing tools for extracting and reconstructing text and data from PDFs, HTMLs and forms. They offer solutions for accurate document retrieval and data extraction using LLMs (Large Language Models).
Official Posts
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Analytics of CambioML Website
CambioML Traffic & Rankings
2.2K
Monthly Visits
#6328859
Global Rank
-
Category Rank
Traffic Trends: Jun 2024-Nov 2024
CambioML User Insights
00:03:17
Avg. Visit Duration
2.01
Pages Per Visit
37.51%
User Bounce Rate
Top Regions of CambioML
US: 56.32%
IN: 23.73%
ID: 10.78%
IT: 9.18%
Others: NAN%
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