ACDL 2019, 2nd Advanced Course on Data Science & Machine Learning, Siena - Tuscany, Italy, July 15-19 - Early Registration: April 15 * Apologies for multiple copies. Please forward to anybody who might be interested * ACDL 2019: An Interdisciplinary Course: Big Data, Deep Learning & AI without Borders A Unique Experience: Data Science, Machine Learning & AI with the World’s Leaders in the fascinating atmosphere of the ancient Certosa di Pontignano https://acdl2019.icas.xyz acdl@icas.xyz Early registration deadline: April 15 https://acdl2019.icas.xyz/registration/ LECTURERS: Each Lecturer will hold 3 lessons on a specific topic. https://acdl2019.icas.xyz/lectures/ Ioannis Antonoglou, Google DeepMind, UK Lecture 1: TBA Lecture 2: TBA Lecture 3: TBA Marco Gori, University of Siena, Italy Lecture 1: TBA Lecture 2: TBA Lecture 3: TBA Phillip Isola, MIT, USA Lecture 1: Introduction to Generative Adversarial Networks Lecture 2: Conditional GANs and Data Prediction Lecture 3: GANs for Domain Translation Leslie Kaelbling, MIT - Computer Science & Artificial Intelligence Lab, USA Lecture 1: Learning in the factory and in the wild: designing robot systems that learn Lecture 2: Learning factored transition models for planning in complex hybrid spaces Lecture 3: Learning to speed up planning in complex hybrid spaces Ilias S. Kotsireas, Wilfrid Laurier University, Canada Lecture 1: TBA Lecture 2: TBA Lecture 3: TBA Dolores Romero Morales, Copenhagen Business School, Denmark Lecture 1: Latest advances in enhancing Interpretability in Data Science via means of Mathematical Optimization (Part 1) Lecture 2: Latest advances in enhancing Interpretability in Data Science via means of Mathematical Optimization (Part 2) Lecture 3: Latest advances in enhancing Interpretability in Data Science via means of Mathematical Optimization (Part 3) Panos Pardalos, University of Florida, USA Lecture 1: TBA Lecture 2: TBA Lecture 3: TBA Ruslan Salakhutdinov, Carnegie Mellon University & AI Research at Apple, USA Lecture 1: Introduction to Deep Learning, Neural Networks & Convolutional Neural Networks Lecture 2: Deep Unsupervised Learning Lecture 3: Recent Advances and New Challenges for Deep Learning Lecture 4: Deep Learning for Natural Language Processing/Reading Comprehension Josh Tenenbaum, MIT, USA Lecture 1: TBA Lecture 2: TBA Lecture 3: TBA Naftali Tishby, Hebrew University, Israel Lecture 1: TBA Lecture 2: TBA Lecture 3: TBA Joaquin Vanschoren, Eindhoven University of Technology, The Netherlands Lecture 1: Introduction to Automated Machine Learning (AutoML) Lecture 2: Meta-learning Lecture 3: AutoML and meta-learning for neural networks Oriol Vinyals, Google DeepMind, UK Lecture 1: Graph Neural Networks Lecture 2: Reinforcement and Imitation Learning at Scale: AlphaStar and Beyond Lecture 3: Meta Learning SCOPE: The Advanced Course is not a summer school suited only for younger scholars. Rather, a significant proportion of seasoned investigators are regularly present among the attendees, often senior faculty at their own institutions. The balanced audience that we strive to maintain in each Advanced Course greatly contributes to the development of intense cross-disciplinary debates among faculty and participants that typically address the most advanced and emerging areas of each topic. Each faculty member presents lectures and discusses with the participants for one entire day. Such long interaction together with the small, exclusive Course size provides the uncommon opportunity to fully explore the expertise of each faculty, often through one-to-one mentoring. This is unparalleled and priceless. The Certosa di Pontignano provides the perfect setting to a relaxed yet intense learning atmosphere, with the stunning backdrop of the Tuscan landscapes. World-class wines and traditional foods will make the Advanced Course on Data Science and Machine Learning the experience of a lifetime. CALL FOR POSTER & ORAL PRESENTATIONS: During the Registration Process we accept abstract submissions for posters and oral presentations to be presented during the poster sessions and the talk sessions. https://acdl2019.icas.xyz/registration/ Early registration deadline: April 15 ACDL 2019 Best Poster Award AIxIA sponsors the ACDL 2019 Best Poster Award with a cash prize of 600 Euro. VENUE & ACCOMMODATION: The venue of ACDL 2018 will be The Certosa di Pontignano — Siena Dr. Lorenzo Pasquinuzzi The Certosa di Pontignano Località Pontignano, 5 – 53019, Castelnuovo Berardenga (Siena) – Tuscany – Italy phone: +39-0577-1521104 fax: +39-0577-1521098 info@lacertosadipontignano.com lorenzopasquinuzzi@lacertosadipontignano.com https://www.lacertosadipontignano.com/en/index.php A few Kilometres from Siena, on a hill dominating the town stands the ancient Certosa di Pontignano, a unique place where nature, history and hospitality blend together in memorable harmony. Built in the 1300, its medieval structure remains intact with additions of the following centuries. The Certosa is centred on its historic cloisters and gardens. https://acdl2019.icas.xyz/venue/ ACCOMMODATION: https://acdl2019.icas.xyz/accommodation/ EARLY REGISTRATION: by April 15 https://acdl2019.icas.xyz/registration/ We remind you that ACDL 2018 sold out a long time before the registration deadline! Anyone interested in participating in ACDL 2019 should register as soon as possible! Similarly for accommodation at the Certosa di Pontignano (the School Venue), book your full board accommodation at the Certosa as soon as possible! All course participants should/must stay at the Certosa di Pontignano. See you in Tuscany next July! ACDL 2019 Organizing Committee. ACDL 2019 Poster: https://acdl2019.icas.xyz/wp-content/uploads/sites/9/2019/01/poster-ACDL-201... acdl@icas.xyz https://acdl2019.icas.xyz Past Edition - ACDL 2018: https://acdl2018.icas.xyz https://www.facebook.com/groups/204310640474650/ https://twitter.com/TaoSciences * Apologies for multiple copies. Please forward to anybody who might be interested * * Please help us distributing in your circles (emails, blogs, and social networks) the call for participation and call for oral talks/posters for ACDL 2019. Together we will make ACDL 2019 a great event! *