2019 Videos and Lectures Khipu 2019 Videos and Lectures Monday Nov/11 Keynote: ML Challenges and Opportunities of Computational Behavioral Phenotyping in Developmental Health (Guillermo Sapiro) Machine Learning Fundamentals Slides Deep Learning Fundamentals (Rene Vidal) Convolutional Neural Networks I (Enzo Ferrante) Slides Spotlights Álvaro Soto (UC, Chile) Slides Anna H. Reali Costa (USP, Brazil) Slides Fabio González (UNC, Colombia) Slides José Eduardo Ochoa Luna (UCSP, Peru) Slides Tuesday Nov/12 Convolutional Neural Networks II (Juan Carlos Niebles) Slides Spotlights: Maria-José Escobar (UTFSM, Chile) Slides Recurrent Neural Networks (Kyunghyun Cho) Slides 1 / Slides 2 / Slides 3 Sponsors’ talks (Tryolabs and Apple) How to Write a Great Research Paper (Panel: Nando de Freitas, Claire Monteleoni, David Lopez-Paz and Martin Arjovsky) Slides Wednesday Nov/13 Luciana Benotti (UNC, Argentina) Slides Agustin Gravano (UBA, Argentina) Slides Renato Assunção (UFMG, Brazil) Slides Violeta Chang (U de SC, Chile) Slides Perspectives on AI (Yoshua Bengio) Slides About the Khipus (Omar Florez) Slides Reinforcement Learning (Nando de Freitas) Slides Sponsors’ talks (Globant and MercadoLibre) Thursday Nov/14 Climate and Artificial Intelligence (Claire Monteleoni) Slides Sponsored talks (DeepMind, UTE and ASAPP) Robotics and Continuous Control (Chelsea Finn) Slides Causality and Generalization (David Lopez-Paz) Slides Sponsors’ talks (Antel) Modeling the Space of Natural Images: History and Applications (Pablo Musé) Microdata Anonymization for Learning Analytics (Lorena Etcheverry) Slides Privacy and Security in Machine Learning (Martín Abadi) Women in AI (hosted by Google) Friday Nov/15 Parallel Session 1 — Advanced NLP: Oriol Vinyals Jorge Pérez Slides Luciana Benotti Lucia Specia Parallel Session 1 — Frontiers in Computer Vision: Álvaro Soto Slides Maria-José Escobar Slides Enzo Ferrante Slides Sandra Ávila Slides AlphaStar: StarCraft II using multi-agent RL (Oriol Vinyals) Parallel Session 2 — AI for Social Good: Jeff Dean Slides Danielle Belgrave Cecilia Aguerrebere Slides Alejandro Noriega Campero Guillermo Sapiro Parallel Session 2 — Life of a ML Startup: Mario Guajardo, Agustina Sartori, Martín Alcalá, Thiago Cardoso, Matthieu Jonckheere Slides Machine Learning for Subsurface Characterization (Bianca Zadrozny) Slides Deep Learning to Solve Challenging Problems (Jeff Dean) Slides
