Deep Learning Archives - Open Data Science - Your News Source for AI, Machine Learning & more

Generative Adversarial Networks for Finance

Conferences Deep Learning Modeling ODSC Speaker Europe 2019 GANsposted by ODSC Community October 17, 2019

Financial instruments like options and futures have been around for more than two centuries. Although they became quite notorious during the 2008 stock market turmoil, they serve a real economic purpose for companies around the world. To explain financial... Read more

What You Need to Know about DeepMind’s BSuite

Academic Research Deep Learning bsuite deepmind Reinforcement Learningposted by Elizabeth Wallace, ODSC October 11, 2019

Imagine this. You know that reinforcement learning has been responsible for some of AI’s most significant advancements. You’re in the exploratory phase of implementing your first project. You’d love a way to evaluate whether your RL agent is appropriate for the task you have, something not always apparent without... Read more

Behavior Suite for Reinforcement Learning

Academic Research Deep Learning Modeling bsuite Reinforcement Learningposted by Ava Burcham, ODSC October 9, 2019

A team from DeepMind Technologies—made up of Ian Osband, Yotam Doron, Matteo Hessel, John Aslanides, Eren Sezner, Andre Saraiva, Katrina McKinney, Tor Lattimore, Csaba Szepezvari, Satinder Singh, Benjamin Van Roy, Richard Sutton, David Silver, and Hado Van Hesselt—has recently published a piece on their new program Behavior Suite (bsuite... Read more

Sequence Modelling with Deep Learning

Conferences Deep Learning Modeling ODSC Speaker Europe 2019posted by Natasha Latysheva October 7, 2019

This is a short preview post for my upcoming tutorial “Sequence Modelling with Deep Learning” at ODSC London in November 2019. — Much of data is sequential — think speech, text, DNA, stock prices, financial transactions, and customer action histories. Our best-performing methods for modelling sequence data use deep neural networks,... Read more

Accelerating Deep Learning Recommender Systems by Over 15x Using RAPIDS, PyTorch, and fast.ai

Deep Learning Modeling Tools & Languages Deep Learning rapids Recommender Systemsposted by RAPIDS September 25, 2019

This June, the RAPIDS Deep Learning team took part in the RecSys 2019 Challenge, where we placed 15th out of 1534 teams despite joining the competition in its final weeks. The competition centered around recommending hotel listings to users of the website Trivago, who was the host of the competition. Given a... Read more

Opening The Black Box—Interpretability In Deep Learning

Conferences Deep Learning Modeling ODSC Speaker Deep Learning Interpretability Interpretability In Deep Learningposted by ODSC Team September 11, 2019

Editor’s Note: See Joris and Matteo at their tutorial “Opening The Black Box — Interpretability in Deep Learning” at ODSC Europe 2019 this November 20th in London. Why interpretability? In the last decade, the application of deep neural networks to long-standing problems has brought a breakthrough in performance and... Read more

Deep Learning with TensorFlow 2.0

Conferences Deep Learning ODSC Speaker Tools TensorFlow West 2019posted by Jon Krohn September 6, 2019

Editor’s Note: See Jon’s talk “Deep Learning with TensorFlow 2.0” at ODSC West 2019. This summer, I had a blast speaking at Immersive A.I.—the first annual Open Data Science Conference (ODSC) event in New York. The venue was flawless, the organizers were exceptionally well-prepared, and there was a remarkable... Read more

Best Deep Reinforcement Learning Research of 2019 So Far

Academic Research Deep Learning Modeling deep reinforcement learning Reinforcement Learningposted by Daniel Gutierrez, ODSC August 21, 2019

In this article, I’ve conducted an informal survey of all the deep reinforcement learning research thus far in 2019 and I’ve picked out some of my favorite papers. This list should make for some enjoyable summer reading! As we... Read more

What is Implicit Deep Learning?

Conferences Deep Learning Modeling ODSC Speaker Deep Learning implicit deep learning implicit rulesposted by Laurent El Ghaoui August 19, 2019

Editor’s note: Laurent is a speaker for the upcoming ODSC West in California later this year! Be sure to attend his talk there. See a larger version of the cover image here. Prediction rules in deep learning are based on a forward, recursive computation through several layers. Implicit deep... Read more