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Alternatives to Google Private Join and Compute

Glow
GlowGlow is an open-source Apache Spark-based toolkit for biobank-scale genomic data processing, statistical analysis, and machine learning. Supports VCF, BGEN, Python, SQL, R, and more.
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OpenCRAVAT
OpenCRAVATOpenCRAVAT is a free, open-source platform for genomic variant annotation and analysis. Install via pip, BioConda, Docker, AWS, or Azure for scalable bioinformatics workflows.
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Open Catalyst Project
Open Catalyst ProjectOpen Catalyst Project uses AI and machine learning to model and discover new catalysts for renewable energy storage, featuring open datasets with 1.3M+ molecular relaxations.
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KNIME
KNIMEKNIME is a free, open-source platform for building ETL pipelines, data analytics workflows, and AI models using a visual drag-and-drop interface with 300+ integrations.
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lakeFS Data Platform
lakeFS Data PlatformlakeFS is an open-source data version control platform that adds Git-like branching, committing, and rollback to your object storage. Manage AI-ready data at scale.
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Text Generation WebUI
Text Generation WebUIRun large language models locally with Text Generation WebUI — supports text, vision, tool-calling, and fine-tuning. 100% offline, open source, and private.
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BEEP
BEEPBEEP is a free, open-source platform helping beekeepers digitally log hive inspections and monitor colony health via automated sensors. Built for hobbyists, professionals, and researchers.
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LiteLLM Proxy
LiteLLM ProxyLiteLLM Proxy is an open-source LLM gateway that provides a single OpenAI-compatible API to manage authentication, load balancing, and spend tracking across 100+ LLM providers.
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LibreChat
LibreChatLibreChat is a free, open-source AI platform that unifies conversations across OpenAI, Anthropic, Azure, and more in one customizable, self-hostable interface.
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OpenFHE
OpenFHEOpenFHE is an open-source FHE library supporting BGV, BFV, CKKS, FHEW, and TFHE post-quantum encryption schemes for privacy-preserving computation.
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