Software

Games and sequential decision making under uncertainty

• A gym environment for Backgammon
• A gym environment for the Rubik’s cube
• An environment for autonomous driving decision-making
• Crazystone, the award-winning Go software player
• Brennus, our Poker software player

Supervised learning

• iso-lambda-descent for supervised classification and regression (see this paper)
• ECON for supervised classification and regression (see this paper)
• 1 class nu-SVM for classification (this software was begun while Stéphane was post-doc in SequeL)

Optimization / bandits

• OOR, Optimistic Optimization in R
• KernelUCB, Kernel UCB: kernelised version for contextual linear bandits
• SOO, Simultaneous Optimistic Optimization
• StoSOO, Stochastic Simultaneous Optimistic Optimization
• Yet an other StoSOO (in C)
• POO, Parallel Optimistic Optimization

Markov decision processes

• BAC Bayesian Actor-Critic Algorithm
• OP Optimistic Planning for MDPs

Sketching

• SQUEAK: Distributed adaptive sampling for kernel matrix approximation

Sampling

• DPPy: Sampling Determinantal Point Processes with Python

Misc.

• A library to control Khepera II robots (en français)