image/svg+xml CODE PILL S
data-analysis

Fitwrap

Usage of fitwrappar package. Fit in one line of code.

xray U-net

X-ray PNX

Diagnosis and localization of PNX problem from X-ray images using U-net.

k-armed bandit

k-armed bandit

Exploiting reinforcement learning strategies to tackle the k-armed bandit problem.

data-analysis

Matplotlib

Collection of matplotlib examples. Collection of common arguments for plotting functions.

panda

Pandas cheat-sheet

Collection of common ideas to work with Pandas dataframes.

vae

VAE

Example of Variational Auto Encoder using MNIST dataset.

monte carlo downhill

Monte Carlo for RL

Simple code for three Monte Carlo methods for RL (exploring starts, epsilon-greedy, off-policy).

data scaling

Data scaling

Collection od normalizations and standardizations techniques.

geopandas

Geopandas

Use geographic data to plot informations from a panda dataframe.

hist-sampling

Histogram sampling

Sample from unknown 1D or 2D distributions using histograms.

autoencoder

Autoencoders

Simple denoising autoencoder neural network.

feature selection

Feature selection

Collection of dimensionality reduction algorithm from sklearn.

iterative_policy

Iterative policy

Solving a simple maze problem exploiting iterative policy evaluation method.

deep mouse

DeepMouse

Thought processes behind the development of a neural network.

numpy

Numpy

Collection of notes about the numpy library.

bayesian optimization

Bayesian Opt

Example of Bayesian optimization for hyper-parameters tuning.

other

NN from scratch

Simple implementation of neural network with genetic evolution from scratch (numpy only).

griddata

Griddata

Interpolate 2D data-points to a given coordinate grid.

jupyter imports

Jupyter imports

List of standard data analysis imports and magics.

data-analysis

Plot live update

Jupyter live plot update and random walk demonstration.

progress-bar

Text progressbar

Simple implementation of a text progressbar.

sublime keymap

ST3 key bindings

Custom key bindings for Sublime Text editor.

q-laerning

SARSA and Q-learn

Usage examples of Q-learning and SARSA algorithms.

pandas_merge

Pandas merge

Merging pandas dataframe for dummies.

list sorting

Sort lists

Sort more than one list together.

tux

Unix commands

A list of usefull unix commands

tf

TFlite setup

Setup of tensorflow, tensorflow lite and coral usb accelerator on Ubuntu.