ngnawejonas/AMMI_Courses_2018-2019

Materials for courses taken at the African Masters of Machine Intelligence in 2018/2019 ## Courses Materials at the African Masters of Machine Intelligence Kigali, Rwanda 2018/2019 ## Foundations of Machine Learning by Marc Deisenroth (Imperial College London) * Lectures and practicals * Book: "Mathematics for Machine Learning", Pattern Recognition and Machine Learning by Chris Bishop * Teaching Assistants: Steindor Ingi and Pedro Mediano ## Foundations of Deep Learning François Fleuret (University of Geneva), Alfredo Canziani (NYU) and Ritchie Ng * François Fleuret course * Alfredo's repository ## Reinforcement Learning by Joelle Pineau and Benjamin Rosman (McGill & FAIR) * Course repository * Teaching Assistants: Andre Cianflone and Lucas Page Caccia from McGill University; Shahil Mawjee and Benjamin Van Niekerk from the University of Witwatersrand. ## Optimization by Francis Bach and Robert Gower (ENS & INRIA) * Course(scroll down!) * Teaching Assistants: Adrien Hendrikx, Rui Yuan and Nidham Gazagnadou. ## Kernel Methods by Jean-Philipe Vert (Google) * Course * Teaching Assistant: Yunglong Jiao ## Natural Language Processing by Edouard Grave, Armand Joulin and Antoine Bordes (FAIR) and Kyunghyun Cho (NYU) * Course: N/A * Teaching Assistants: Sreyas, Ilia, Roberta, Angela Fan and Louis Martin ## Advanced Topics in Machine Learning by Hugo Larochelle (Google), Laurens van der Maaten (FAIR) and Mario Lucic (Google) * Courses: Meta-Learning (Hugo), Automatic Differentiation(Bart), Convolutional Neural Networks (Laurens), Generative Models (Mario) * Teaching Assistants: Bart Van Merrienboe, Vincent Dumoulin and Anton Bahktin. ## Computer Vision by Ifeoma Nwogu (RIT), Georgia Gkioxari (FAIR) and Timnit Gebru (Google) * Course: N/A * Teaching Assistant: Lucio Dery (Multi-Modal Learning Presentation) ## Probabilistic Graphical Models (PGM) by Guillaume Obozinski (Polytechnique - Paris) * Course * Teaching Assistant: Timothée Lacroix and Loic Landrieu. ## Learning Theory by Nicolas Usunier (FAIR) * Course: N/A * Teaching Assistang: N/A ## Fairness …