====== Courses ====== ===== NLP Courses ===== * Computational Ethics @ CMU: [[http://demo.clab.cs.cmu.edu/ethical_nlp2020/|Spring 2020 (with videos)]] * Low Resource NLP Bootcamp @ CMU: [[https://github.com/neubig/lowresource-nlp-bootcamp-2020|2020 with videos]] * Machine Translation and Sequence-to-Sequence Models @ CMU: [[http://www.phontron.com/class/mtandseq2seq2019/|Spring 2020]] * Neural Networks for NLP @ CMU: [[http://www.phontron.com/class/nn4nlp2020/|Spring 2020]] [[https://www.youtube.com/playlist?list=PL8PYTP1V4I8CJ7nMxMC8aXv8WqKYwj-aJ|Videos]] ===== Machine Learning Courses ===== * Probabilistic Graphical Models @ CMU [[https://www.cs.cmu.edu/~epxing/Class/10708-20/index.html|Spring 2020]] [[https://www.cs.cmu.edu/~epxing/Class/10708-20/lectures.html|Lectures with videos]] ===== Optimization Courses ===== * Convex Optimization @ CMU [[https://www.stat.cmu.edu/~ryantibs/convexopt/|2019]] [[https://scholar.google.com/citations?user=CIZwXAcAAAAJ&hl=en|2018 with videos]] * [[http://www.princeton.edu/~yc5/ele522_optimization/|Large-Scale Optimization for Data Science @ Princeton]] * [[http://www.princeton.edu/~yc5/reading_group/index.html|Mathematical Data Science Reading Group @ Princeton]] * [[https://github.com/epfml/OptML_course|EPFL Course - Optimization for Machine Learning]] * [[https://ee227c.github.io/|Convex Optimization and Approximation @ Berkeley]] ===== Related Pages ===== * [[Seminars]]