Back-propagation in a convolution layer with numpy implementation
This post covers the derivations of back-propagation in a convolution layer, with numpy implementations.
2D and 3D pooling using numpy
This post covers the implementation of pooling layers in a convolutional neural network using numpy.
2D and 3D convolutions using numpy
This post will share some knowledge of 2D and 3D convolutions in a
convolution neural network (CNN), and 3 implementations all done using pure `numpy` and `scipy`.
Create a simple neural network using numpy
This post will share some basic knowledge of an artificial neural
network and how to create one from scratch using only numpy. We will build a classification network to
classify hand-written digits from the MNIST dataset.
FLEXPART installation guide
This post shares my experience installing the FLEXPART software.
Introducing the “Gplot” Python module
`Gplot` is a (thin) wrapper around `matplotlib`, `basemap` and `cartopy` for quick and easy creations of geographical plots.
How to automatically format contour labels in matplotlib?
In this post I share a simple hack to automatically format the contour labels in a suitable string format in a matplotlib contour plot.
Two perspective line art
Have a bit of fun with matplotlib and Python.
Experiment with a new data and program files naming convention – part 2
This is a follow-up post to [Experiment with a new data and program
files naming convention - part 1]. In
this post I am sharing the program tools I made to facilitate the
implementation of the scheme.
Experiment with a new data and program files naming convention – part 1
How do you name your program scripts and data files?