Data platforms and analytics
Project
CloudViews
Analytics-as-a-service, or analytics job service, is emerging as a new paradigm for enterprise data analytics. These services are motivated by the fact that setting up and running data analytics is a major hurdle for enterprises.…
Project
Honeycomb
Traditional CPUs are general, but this comes at a cost (called “Turing tax”). They are more expensive and less efficient than specialized hardware. This raises the question: should we build CPU-free nodes? CPU-free nodes only…
Video
Hypergradient descent and Universal Probabilistic Programming
Online Learning Rate Adaptation with Hypergradient Descent: We introduce a general method for improving the convergence rate of gradient-based optimizers that is easy to implement and works well in practice. We demonstrate the effectiveness of…
Project
Sharing Updatable Models (SUM) on Blockchain
A framework to host and train publicly available machine learning models while crowdsourcing a dataset. Ideally, using a model for prediction is free. An incentive mechanism validates added data.
Tool
Decentralized & Collaborative AI on Blockchain [1.0]
We propose a framework for participants to collaboratively build a dataset and use smart contracts to host a continuously updated model.