research
for an extended overview, see the group webpage.
My long-term goal is to make AI more responsible — accessible, sustainable, and righteous.
As the first step toward this goal, I currently focus on AI efficiency. In particular, I aim to understand the fundamental trade-offs among three key factors:
- predictive performance
- inference cost
- training cost
I believe that such an understanding can be gained by studying the algorithmic biases inherent in machine learning algorithms.