项目
State-of-the-art machine learning/AI systems consist of complex pipelines with choices of hyperparameters, models and configuration details that need to be tuned for optimal performance. The AutoML project develops automated methods for optimizing AI pipelines, making AI development more broadly accessible.…
The majority of Internet users turn to the web for information when they have a medical concern. The data generated while users seek such information, and more generally when they browse the Internet for work and pleasure, represent a potential…
成立:
ALICE Automated Learning and Intelligence for Causation and Economics 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…
End-to-end guide design for CRISPR/Cas9 with machine learning Azimuth and Elevation: On-target and off-target guide prediction The CRISPR/Cas9 system provides state-of-the art genome editing capabilities. However, several facets of this system are under investigation for further characterization and optimization. One…
成立:
The mission of the SMC is first and foremost to bring critical and analytical lenses to contemporary sociotechnical systems, particularly around media, expertise, labor, and publics. We aim to contribute to the academic fields concerned with the sociological dimensions of new…
Project Ratio tracks and maps the news ecosystem from start to finish: production, distribution, consumption, absorption, and impact of news.
Water managers in the western United States rely on long-term forecasts of temperature and precipitation to prepare for droughts and other wet weather extremes. To improve the accuracy of these long-term forecasts, the U.S. Bureau of Reclamation (USBR) and the…
Teaching AI to devise and implement algorithms The goal of this project is to teach AI to devise and implement better algorithms than human programmers. This is done in a self-play loop using language models (such as GPT) to generate…
EconML is an open source Python package developed by the ALICE team at Microsoft Research that applies the power of machine learning techniques to estimate individualized causal responses from observational or experimental data. The suite of estimation methods provided in EconML…