Privacy Preserving Machine Learning: Maintaining confidentiality and preserving trust
Machine learning (ML) offers tremendous opportunities to increase productivity. However, ML systems are only as good as the quality of the data that informs the training of ML models. And training ML models requires a…
Microsoft at EMNLP 2021
Microsoft is proud to be a Gold-level sponsor of the 2021 Conference on Empirical Methods in Natural Language Processing (EMNLP). Senior Program Committee Nan Duan Ethics Committee Su Lin Blodgett
Table Interpretation
Bringing out the power of semantics in tabular data Tables are commonly used to organize information, playing a key role in data analytics, scientific research, and business communication. The ability to automatically extract semantics in…
DiCE: A library for generating Diverse Counterfactual Explanations
DiCE is a Python library that can generate counterfactual explanations for any machine learning classifier. Counterfactual explanations present “what-if” perturbations of the input such that an ML classifier outputs a different class for those perturbations…