My favorite NN debugging test
If you are implementing some fancy architecture, I advice you to implement a following test: Take batch of examples and run it through the network Take one (let...
Category: Neural Networks
3 Kinds Of Indicators For Improving Your ML System
You should never guess how to improve your classifier. I’ve seen spectacular improvements and accuracy jumps in Neural Networks that were achieved by acci...
Neural Networks common mistakes story
Training Recurrent Neural Networks is a hard task, especially for an inexperienced engineer, that can be surprised by some phenomena specific to that type o...
Adding buildings to Google Maps story
Your goal is to create a classifier that transcripts numbers of houses from pictures. You have 30,000,000 annotated images, and billions of images to tag by...