Robert Downey Jr. hosts a brand new YouTube Originals series - The Age of A.I. Discover the most innovative and leading technologies that will change the world forever.

Machine learning has seen a remarkable rate of adoption in recent years across a broad spectrum of industries and applications. Many applications of machine learning techniques are adversarial in nature, insofar as the goal is to distinguish instances which are bad'' from those which aregood''. Indeed, adversarial use goes well beyond this simple classification example: forensic analysis of malware which incorporates clustering, anomaly detection, and even vision systems in autonomous vehicles could all potentially be subject to attacks. In response to these concerns, there is an emerging literature on adversarial machine learning, which spans both the analysis of vulnerabilities in machine learning algorithms, and algorithmic techniques which yield more robust learning.

Computoser uses an algorithm to generate music. Each generated track is a unique combination of tones, rhythm and instruments.
The algorithm is currently experimental - it may generate both good and bad pieces. Feel free to mark the ones you like and the ones you dislike, so that I know how to improve the algorithm.
The performance may sound a bit artificial - that's because it's synthesized music - a computer can hardly have the performance of a human musician.

Kaggle has a huge community of data scientists who come to compete in machine learning competitions. In our next chapter, we're building a platform that allows data scientists to share and collaborate as well as compete. We need your help.

Discover 180+ French startups leveraging AI in a variety of applications

We believe Artificial Intelligence (AI) will usher the next revolution in technology and accelerate the disruptions in almost every industry.

FRANCE IS AI mission is to support and promote the French Artificial Intelligence ecosystem both locally and internationally, while building bridges with the other AI hubs.