Cycling analysis

Real-time optical character recognition of text painted on roads (geometical transformation, semantic segmentation, OCR).

Deployed on embeded device (raspberry pi).

Time series forecasting

Prediction of time series over multiple steps using scipy and sklearn. The series is decomposed into trend, seasonnal and noise with machine learning. Each component is then predicted.

Winning solution of Analytics Vidhyia challenge "Time series forecasting"

Parameters genetic optimization

Optimization of the parameters of a ML scikit learn model using a genetic algorithm.

Photo colorization

Colorization of black and white mountain images using convolutional neural networks

Comparison of different model architectures (U-Net, Autoencoders, ResNet)

Function approximation

Approximation of any function using genetic algorithms and binary expression trees.

Example with the function that associates to n the nth prime number.

Facial recognition

Face detection and recognition using Keras.

Mastermind agent

Algorithm that plays mastermind game

Finds a combination in 4.95 moves on average, max 10

Bike fitting

how AI can help cyclists improve their performance and reduce pain ?