We describe how insight from computational mathematics shape this ​scalability journey.
High-Dimensional Feature Regression
The Kernel Trick
Random Feauture Models
Why are we back to features? Dimension reduction!
An Example: Tensor Sketch
Tensor Sketch: Fast and Scalable Polynomial Kernel Approximation