DoWhy: Causal Reasoning for Designing and Evaluating Interventions

The Microsoft Research Special Projects group operates on the boundary between engineering and research to drive breakthrough innovation. We are a research group with world-class specialists solving highly uncertain, complex problems. We build technologies to benefit society, including tools for…

Alice is a project to direct Artificial Intelligence towards economic decision making. We are building tools that combine state-of-the-art machine learning with econometrics – the measurement of economic systems -- in order to bring automation to economic decision making. The…

At Microsoft Research, our causality research spans a broad array of topics, including: using causal insights to improve machine learning methods; adapting and scaling causal methods to leverage large-scale and high-dimensional datasets; and applying all these methods for data-driven decision…

We work on various aspects of data-driven algorithms including fast machine learning algorithms that can learn from large scale and noisy data, learning from natural language and multilingual data, and applications of these algorithms to Web Search, Computational Advertisement, Recommendation…