Deep learning
Easy Deep Learning Part X
The best models have some real clever tricks to get through the last mile. They are worth learning.
Easy Deep Learning Part IX
The real power of deep learning is reuse - Stand on the shoulder of giants.
Easy Deep Learning Part VIII
Using ConvNets in Keras is as easy as it gets. This post shows some sample code.
Easy Deep Learning Part VII
CovNets and local information can really make results better. Simple Problem - Simple Solution.
Easy Deep Learning Part VI
Defaults are good, but playing with them can eek out the next 2% that we are looking for.
Easy Deep Learning Part V
Lets make the network actually deeper. Understand how the maths changes - Or does it?
Easy Deep Learning Part IV
Drawing MNIST - handwriting recognition with Deep Learning
Easy Deep Learning Part III
Now that we know the equation, it is the time figure out how to fill it up with all the knowns & solve it.
Easy Deep Learning II
We finish the mathematical equation of the core component of the deep learning network, realizing the extent of the problem and its solutions.
Easy Deep Learning Part I
Deep learning is a complex name to a much simpler set of mathematical equations. Here we start with defining what the problem is.