Focalnet

Focalnet

Focal Modulation Networks, a lightweight transformer alternative in computer vision that uses depthwise convolutions to model local and global context and does late aggregation with a gating mechanism.

XLA Optimization Research

XLA Optimization Research

Research into compiler optimizations for machine learning, focusing on XLA's fusion patterns, intermediate representations, and memory management.

Compiler Optimization Machine Learning Systems Performance Analysis
XLA Profiling and Optimization

XLA Profiling and Optimization

Research into compiler optimizations for machine learning, focusing on XLA's fusion patterns, intermediate representations, and memory management.

Compiler Optimization Machine Learning Systems Performance Analysis
Ongoing
Machine Learning Compilation Glossary

Machine Learning Compilation Glossary

A glossary of terms related to machine learning compilation and optimization.

Compiler Optimization Machine Learning Systems Performance Analysis
Regression vs Classification Losses on Simple Low Dimensional Example

Regression vs Classification Losses on Simple Low Dimensional Example

Comparing regression and classification loss functions on a simple low dimensional example.

Machine Learning Loss Functions Optimization