The Conference for Machine Learning Innovation

Everything You Need to Know about Security Issues in Today’s ML Systems

Shorttalk
Join the ML Revolution!
Register until October 15:
✓Save up to 223 €
✓10 % Team Discount
Register Now
Join the ML Revolution!
Register until October 15:
✓Save up to 223 €
✓10 % Team Discount
Register Now
Join the ML Revolution!
Register until December 12:
✓ML Intro Day for free
✓Raspberry Pi or C64 Mini for free
✓Save up to $580
Register Now
Join the ML Revolution!
Register until December 12:
✓ML Intro Day for free
✓Raspberry Pi or C64 Mini for free
✓Save up to $580
Register Now
Join the ML Revolution!
Register until November 7th:
✓Save up to € 210
✓10% Team Discount
Register Now
Join the ML Revolution!
Register until November 7th:
✓Save up to € 210
✓10% Team Discount
Register Now
Infos
Thursday, September 10 2020
10:40 - 11:00
Infos
Tuesday, December 10 2019
16:55 - 17:15
Room:
Salon 1

As machine learning (ML) based approaches continue to achieve great results and their use becomes more widespread, it becomes increasingly more important to examine their behavior in adversarial settings. In this talk, we will take a look at everything an ML practitioner should know when it comes to security issues in ML systems. At the end of the talk, you will know what is and what isn’t possible, what you should and what you shouldn’t worry about. We will start with a general overview of security issues in ML systems (eg. poisoning, evasion, inversion attacks), and then focus on vulnerabilities at test time (adversarial examples). We will see what adversarial examples are, what negative consequences they might cause, and take a look at existing attacks on ML systems. We will cover attacks on ML as a service (Google Cloud, AWS), attacks on state of the art face recognition systems, attacks on autonomous vehicles, attacks on voice assistants (Apple Siri, Google Now, and Amazon Echo) and more.

This Session belongs to the Diese Session gehört zum Programm vom SingaporeSingapore and  und BerlinBerlin program. Take me to the program of . Hier geht es zum Programm von Online Edition Online Edition .

This Session belongs to the Diese Session gehört zum Programm vom SingaporeSingapore and  und BerlinBerlin program. Take me to the program of . Hier geht es zum Programm von Munich Munich .

Take me to the full program of Zum vollständigen Programm von Singapore Singapore .

Take me to the full program of Zum vollständigen Programm von Berlin Berlin .

This Session Diese Session belongs to the gehört zum Programm von SingaporeSingapore and  und BerlinBerlin program. Take me to the current program of . Hier geht es zum aktuellen Programm von Online Edition Online Edition , Munich Munich , Singapore Singapore or oder Berlin Berlin .

Behind the Tracks