Personal Philosophy:

The more one moves away from one's own nature, the more one must justify one's own existence. 

It is a humbling starting point to acknowledge that in life you don't know why you consciously exist (exempting a material explanation of being such as ancestry or genetics). In the absence of a reason, one requires meaning and purpose to fill its void.  Without over thinking it, my most meaningful experiences have been a clear articulation of impressions of the present. 

Modern Marvels:

Screen Shot 2020-01-12 at 1.25.33 PM.png
Screen Shot 2020-01-12 at 1.25.15 PM.png

Neural network feature visualization by optimization: what features of an image biases classification? These authors fix the weights of a trained network as an optimization objective to search over raw input images. The groovy images on the left are the result, revealing insights into what features the network is sensitive to for correct and even... incorrect (false positive) classification!

Screen Shot 2019-10-17 at 9.19.36 AM.png

Visualization of a robot's "artificial brain" for solving a Rubik's cube: each row corresponds to the activation values of a policy network's LSTM cell state (1024 in total) over 1500 time steps. Dashed lines mark a successful cube re-orientation, solid lines mark a successful face rotation.