integrate.ai - Extend your product to train ML models on distributed data

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

Hello Hunters! I'm Steve, the founder and CEO of integrate.ai. I wanted to share a bit about our mission and where this product launch fits in, so you know what you are supporting when you upvote us or comment below. At integrate.ai, our mission is to accelerate the shift to AI in a way that positively changes the lives of more people. We have a goal of changing 1 million lives in the next 1,000 days by enabling our ecosystem of developers to bring innovation to critical industries and use cases. We have talked to a lot of developers working on some of the world's most important (and difficult) use cases from rare disease diagnosis, to personalized autism treatment, to early detection of mental health crises, to alternative credit scoring to bring more unbanked into the financial system, to lower carbon emissions in industry, to safer equipment in factories, and more - and all have the same challenge. They need access to more sensitive data and collaborations to see the full potential of AI for those use cases. Often this data is trapped in multiple silos (across jurisdictions, or partners, or hospitals, or IOT devices) and can't be centralized due to privacy, security, or IP concerns. The integrate.ai platform allows developers to run machine learning or analytics solutions across data that is distributed across many silos without needing to move the data. This unlocks these meaningful use cases that can directly save, extend, and enhance people's lives. By helping get us more visibility, we can onboard more developers working on these important use cases to our platform and ultimately see more impact in the lives of people we know and love. If you are one of those developers, we would love to support you in bringing innovation to these important areas. If you know someone working in an important area where data is sensitive or hard to access, but AI or advanced analytics could meaningfully accelerate their solution - please comment below and tag them. We would love to talk to them. Thanks for your support. We appreciate everyone that showed up to help us today!

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!

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!

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 👏👏👏

Great team + product!

So proud of the work our team has done to get to this launch!

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!

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!

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

So excited about all the hardwork the team has done to get our product ready for the launch! Every single person on the team values data privacy and security and are excited to be working in the healthcare space, hoping to solve some important problems and make an impact!

I'm super excited to be part of the team putting out a product to improve ML usage in the wild!

There are tons of applications with machine learning on distributed data, so it's incredibly exciting to see this make it easier for everyone to leverage this technology in their own problem space!

I'm very proud to be part of the team and very excited to see integrate.ai launched here!!!

I’m so inspired the integrate.ai’s mission and potential to help solve some of the most complex data challenges in a privacy safe way

Grear team, great product and amazing tech. Super excited about integrate.ai

Such a relevant & important mission… congrats to @steve_irvine & team!