.. blogpost:: :title: Quelques articles à lire :keywords: matrix factorization, category encoder :date: 2018-07-03 :categories: articles Lectures d'été. * `Similarity encoding for learning with dirty categorical variables `_ * `Stochastic Subsampling for Factorizing Huge Matrices `_ * `Stochastic Majorization-Minimization Algorithms for Large-Scale Optimization `_ * `Efficient and Robust Automated Machine Learning `_ * `Non Smooth Optimization via BFGS `_ * `Adam: A Method for Stochastic Optimization `_ * `HOGWILD!: A Lock-Free Approach to Parallelizing Stochastic Gradient Descent `_