Learn the basics of matplotlib in 1h. You'll make your first plots with a toy machine learning example.
Learn the minimum numpy needed to get started with machine learning (1h course)
You want to get started with machine learning but you don't know python? You're at the right place! (1h course)
Set up a typical data pipeline as may be used in experimental science and IOT, with Docker, InfluxDB, and Grafana.
Everybody writes bugs. Let's see how to make sure they don't live long with debugging and unit tests. Introduction to pdb and unittest and a few advices for easy and reliable development.
One of the most important issues in machine learning, illustrated in a small 2D classification problem.
What are non-linearities and how hidden neural network layers handle them.
The most simple neural network. Learn how a neuron is working.
Keras is easy and powerful. Give it a try by training your first neural net to classify handwritten digits.
Create a first simple neural network to classify handwritten digits.
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