DoWhy: Causal Reasoning for Designing and Evaluating Interventions

成立: 2022年12月12日

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…

成立: 2020年8月18日

Our group works on the unified questions of model stability, fairness and explanation. We believe that there are fundamental connections between stability (generalization), fairness, and explainability of an ML model.

成立: 2020年5月19日

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…

成立: 2020年2月20日

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…

成立: 2015年4月12日

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…