integrate.ai

Extend your product to train ML models on distributed data

238 followers

Extend your product to train ML models on distributed data

238 followers

integrate.ai is an MLOps platform that changes the way you share, access, and unlock value from data at scale. Our SDK enables you to easily deploy federated learning to build better machine learning models without sharing or pooling data.

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Launch tags:Developer Tools•Artificial Intelligence•Tech

Launch Team

Tines The single, secure environment for agents, apps, and automations.

Promoted

Great product! Truly powerful way to accelerate with AI/ML. I love the many social impact projects (rare disease research, for example) that have used this product to go faster!

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4yr ago

integrate.ai

Maker

@vanessa_dimauro thanks for your support!

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4yr ago

@vanessa_dimauro Thanks, Vanessa!

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4yr ago

integrate.ai

Maker

Hello fellow hunters! As a machine learning scientist, I’ve learned that there is never enough data. Machine learning and analytics have so much promise to solve some of the world’s biggest problems - from precision medicine, to drug discovery, to energy efficiency. However, privacy, confidentiality, and technical hurdles make it hard to access all this data for training. We’ve some of these barriers with data sharing agreements, but they’re complex, hard to enforce, and slow projects down to a standstill. In response to this, we’ve built a privacy-preserving machine learning and analytics platform to help overcome the hurdles of using distributed data that is hard or impossible to access. With integrate.ai: - Training is performed at the data nodes so raw data is always under the control of the data custodian - Differential privacy is added during training to further protect the final model from deidentification - Upload your own model for training and we will get it federated - Import our SDK and use your existing workflow We’ve been working on this for over a year now, and we’re excited to share what we’ve built with this community! Thanks for all the support! And we’d love to answer any questions you may have! Ro, VP of Product @ integrate.ai

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4yr ago

Netlify

Integrate.ai are solving real problems with this launch. I've led product teams in the past that were focused on training and releasing ML/AI models to solve a variety of use cases. But the process has always included a mix of reinventing the wheel, searching high and low for relevant data to train models on, and ensuring good provenance and governance to meet GDPR obligations. Integrate.ai addresses all these needs and more 👏👏👏

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4yr ago

integrate.ai

Maker

@hughbeme so well said. Thanks for your support and for sharing your experience in this area!

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4yr ago

Hello Hunters! It is often said that "Data is the new oil". However, if unrefined it cannot really be used... Many hospitals and medical centres generate large amounts of data which, if refined, have the potential to cure diseases and lead to better medicines. However, because of the strict regulations, this data is often kept "under the ground" The privacy-preserving ML platform built by Integrate.ai is able to refine this data while complying with the healthcare regulations because data never leaves the hospital where it is generated. This is a good example on how AI can make the world a better place, let's support it!

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4yr ago

I'm so excited about this! Have been at integrate.ai for 5+ years and never been prouder to have a meaningful product that helps others. Please upvote and thanks for your support!

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4yr ago

I am immensely proud to be a part of the integrate.ai team and so happy that today we get to share our product with everyone here on Product Hunt! We are excited to build something that can help solve some of the world's most important problems and take meaningful steps towards changing the lives of people for the better. If you have any questions at all please don't hesitate to reach out to our team and thank you so much for your support!

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4yr ago

Happy to be working with such an amazing team on this! Super excited to see the ways we will improve and impact data access!

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4yr ago

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