branding element
privacy preserving machine learning

Build, train and deploy your ML models on real world NLP, computer vision and structured data

Memri allows data owners (like you!) to provide access to build models on their data without sharing that data. Privacy-protected ML pipelines offer the ability to quickly and easily train ML models with real world nlp, computer vision and structured data.

Privacy and security of data no longer compromised (and no more web scraping!).

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the platform

the Platform and the POD

Memri is a secure, powerful & extensible personal-data platform that allows you to import your data from the services you use and to create easily shareable ML apps with that data.

The ecosystem that allows you to build machine learning Memri ecosystem consists of 3 main components:

Data centric federated learning

A proven ML pipeline

Our remote machine-learning architecture is based on the open-source OpenMined codebase. Using PySyft  Plans, you can define machine learning pipelines that can be executed remotely to learn from data without seeing that data. The basic idea is to send a pipeline with a model over the network to a data owner, send the data through the pipeline, and download the updated model back.

@make_plan
def pipeline(dl = dataloader, model = model):
optimizer = remote_torch.optim.SGD(model.parameters()) x, y = next(dl)
out = model(x=x)
loss = remote_torch.nn.functional.cross_entropy(out, y)
loss.backward()
optimizer.step()
   return model

Join us

Unlocking the power of the data

We continuously generate data and information about ourselves but we have little control or access to it. Many of the services that we use prioritise data collection, while compromising our freedoms, agency and trust.

At Memri, we are building an open community and tackling these challenges through shared creativity and collaboration. We build tools that empower people and help create the new web - one that is private, trustworthy and free from centralized control.

privacy preserving machine learning

Sign up for privacy preserving ML beta release!

By submitting this form, I acknowledge receipt of the Memri’s Privacy Policy.

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