Articles beginner

matplotlib for machine learning

Matplotlib for Machine Learning

Learn the basics of matplotlib in 1h. You'll make your first plots with a toy machine learning example.

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numpy for machine learning

Numpy Crash Course for Machine Learning

Learn the minimum numpy needed to get started with machine learning (1h course)

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python for machine learning

Python Crash Course for Machine Learning

You want to get started with machine learning but you don't know python? You're at the right place! (1h course)

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data pipeline from sensors to database to visualization

Data pipeline with Docker, InfluxDB, and Grafana

Set up a typical data pipeline as may be used in experimental science and IOT, with Docker, InfluxDB, and Grafana.

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tiny spider

Fighting Bugs in Python

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.

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garbage in, garbage out in a neural network

Overfitting Illustrated

One of the most important issues in machine learning, illustrated in a small 2D classification problem.

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non-linear classification problem

Logistic Regression vs Neural Network: Non Linearities

What are non-linearities and how hidden neural network layers handle them.

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neural network with a single neuron

The 1-Neuron Network: Logistic Regression

The most simple neural network. Learn how a neuron is working.

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artist view of a neural network

First Neural Network with Keras

Keras is easy and powerful. Give it a try by training your first neural net to classify handwritten digits.

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handwritten digits

Handwritten Digit Recognition with scikit-learn

Create a first simple neural network to classify handwritten digits.

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