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2022 Women and Mathematics

### 2022 Program for Women and Mathematics: The Mathematics of Machine Learning

Recent deep learning models have achieved impressive predictive performance by learning complex functions of many variables, often at the cost of interpretability. This lecture first defines interpretable machine learning in general and introduces...

### 2022 Program for Women and Mathematics: The Mathematics of Machine Learning

### 2022 Program for Women and Mathematics: The Mathematics of Machine Learning

### 2022 Program for Women and Mathematics: The Mathematics of Machine Learning

Melanie Weber, University of Oxford

4:30 pm - 4:50 pm

Title: Geometric Methods for Machine Learning and Optimization

Abstract: A key challenge in machine learning and optimization is
the identification of geometric structure in high-dimensional
data...

### 2022 Program for Women and Mathematics: The Mathematics of Machine Learning

### 2022 Program for Women and Mathematics: The Mathematics of Machine Learning

In computer vision, generalization of neural representations is usually measured on i.i.d. data. This hides the fact that representations often struggle to generalize to non-i.i.d data and fail to overcome the biases inherent in visual datasets. I...