Research

Innovating with the latest technology.

Solving business challenges with machine learning and trustworthy AI.

We take the latest technology and research trends and turn them into business solutions.

Currently, we’re researching areas in advanced machine learning like transfer learning, NLP representation learning and AutoML.

We’re also focused on technologies around trustworthy AI, including differential privacy, fairness and bias detection, and explainability.

Focused on delivering competitive advantage.

When choosing where to focus, we look at: ROI, scalability, speed and differentiation.

tangible ROI icon

Tangible ROI

Can this technology solve critical business problems?

scalability icon

Scalability

Can this technology be applied to multiple growth-stage problems.

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Speed

Can we quickly create value by building expertise and applying it to multiple problems?

differentiation icon

Differentiation

Will this technology create sustainable differentiation for our companies?

Focused on delivering competitive advantage.

When choosing where to focus, we look at: ROI, scalability, speed and differentiation.

tangible ROI icon

Tangible ROI

Can this technology solve critical business problems?

scalability icon

Scalability

Can this technology be applied to multiple growth-stage problems.

speed icon

Speed

Can we quickly create value by building expertise and applying it to multiple problems?

differentiation icon

Differentiation

Will this technology create sustainable differentiation for our companies?

Read more about our research areas.

Advanced Machine Learning

TRUSTWORTHY AI

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Pushing us to think more boldly

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Pushing us to think more boldly

Our ML software toolkit

Our toolkit is an open-source collection of reusable software assets to scale our companies' R&D capacity to quickly adopt breakthroughs in our applied research areas. Here are some examples of the applications of our toolkit.

PUT ML MODELS INTO PRODUCTION FASTER

Our AutoML tool, Foreshadow, increases the productivity of ML teams by enabling them to build more AI models in less time. Foreshadow provides an end-to-end AutoML experience to automate decisions in data cleaning, feature synthesis/transformation and hyperparameter tuning.

TRAIN HIGH-PERFORMANCE NLP MODELS WITH LIMITED ANNOTATION

Alchemy allows you to reduce the amount of annotation work done by experts to train an NLP model, lowering the costs associated with training these models.

QUICKLY ADAPT THE LATEST NLP MODELS TO YOUR TARGET DOMAIN

Our domain adaptation tool allows ML teams to adapt a generic BERT language model to a target domain and task to improve performance, without the cost and development time.

MACHINE LEARNING WITH PRIVACY GUARANTEES

To convince customers to share data or models, you often need to guarantee their information privacy and gain their trust. We built our differentially private machine learning software to address this challenge in collaboration with Bluecore and WorkFusion.

We have since made it available as part of TensorFlow Privacy. With TensorFlow Privacy, you can guarantee your customers' privacy, earn their trust, gain access to more data and ultimately improve your products.

Georgian has a phenomenally high level of technical sophistication that allows them to bring resources and insights on critical, technically risky components of our work.

We were so excited to work with Georgian because we had a shared philosophy that transfer learning and representation learning were going to be fundamentally transformative.

-Maureen Teyssier
Chief Data Scientist at Reonomy

-Alan Lockett
Senior Director of Research, DISCO

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Read research papers written by the team.