Vowpal Wabbit Fast Learning Project
Doctor of Learning at Microsoft Research
I am a technology maker, focusing on learning.
My old webpage (with some other content).
A labelled image dataset from the espgame.
This dataset can be searched.
The peekaboom dataset.
|This is all about learning when the learning algorithm has some interaction with the environment.|
|Reductions from one learning problem to another create meta-algorithms reusing old algorithms. This method can be analyzed without assumptions and often yields superior performance.|
|This is all about how to compress very large learning algorithms into much smaller space than you might have believed possible using a hashing trick.|
|A cover tree is a datastructure for fast general proximity queries with both theoretical guarantees and state-of-the-art practical performance.|
| ||How can you measure prediction ability? I created refined general bounds with applications for learning measurement and benchmark design.|
|Captchas block machines (but not humans) from data and create concrete challenges for AI and learning. |
|Isomap is an algorithm for extracting low dimensional manifolds from points in a high dimensional space.|