Ilya Rudyakcs231n vs. EECS 498If you’re interested in Deep Learning chances are you’re familiar with brilliant cs231n CNN for Computer Vision. Personally I started with…Apr 18, 2022Apr 18, 2022
Ilya RudyakIoU: intersection over union (in pytorch)I am currently working on assignment 5 Object detection from the EECS 498/598 Deep Learning for computer vision (link) by brilliant Justin…Dec 8, 2021Dec 8, 2021
Ilya RudyakConvolutional layer: back propIt’s not that easy to find an explanation of how backprop works in a convolutional layer. In my view it can be a bit intimidating to figure…Oct 20, 2021Oct 20, 2021
Ilya RudyakJust another post about grad descendThis very simple gradient descentSep 9, 2021Sep 9, 2021
Ilya RudyakTransposed convolutionSuppose you’re trying to understand U-Net and looking into Conv2DTranspose. Specifically you’re interested in:Oct 24, 2019Oct 24, 2019
Ilya RudyakBack propagation in an embedding layerIn the assignment 3 of cs231n from Stanford you have to implement this back propagation without any guidance. And this is the area where…Sep 29, 2019Sep 29, 2019
Ilya RudyakBLEU scoreSo you’re doing cs224n from Stanford or maybe cs230 and trying to understand BLEU score. When I first tried to do this using lectures…Aug 26, 2019Aug 26, 2019
Ilya RudyakNaive Bayes example (cs124 From Language to Information, Stanford)When I tried to understand Naive Bayes first time I actually wasn’t able to grasp it entirely. I remember that I used courses like cs221…May 27, 2019May 27, 2019