+ All Categories
Home > Software > Adversarial machine learning

Adversarial machine learning

Date post: 07-Apr-2017
Category:

Software
Upload: kaushal-parikh
View: 27 times
Download: 0 times
Download Report this document
Share this document with a friend
30
Adversarial Machine Learning
Transcript
Page 1: Adversarial machine learning

Adversarial MachineLearning

Page 2: Adversarial machine learning

A BIT ABOUT ME

K . J . Somaiya Engineering college student

Learning a bit about computing .

Page 3: Adversarial machine learning

Agenda

Artificial Intelligence

Machine Learning

Adversarial Machine Learning

Mitigations

Page 4: Adversarial machine learning
Page 5: Adversarial machine learning

What is Artificial Intelligence?

Page 6: Adversarial machine learning

"Every aspect of learning or anyother feature of intelligence canin principle be so preciselY describedthat a machine can be made to simulate it.” -John mccarthy

Page 7: Adversarial machine learning
Page 8: Adversarial machine learning
Page 9: Adversarial machine learning
Page 10: Adversarial machine learning
Page 11: Adversarial machine learning
Page 12: Adversarial machine learning
Page 13: Adversarial machine learning
Page 14: Adversarial machine learning
Page 15: Adversarial machine learning

Adversarial Machine Learning

What?

Why?

Page 16: Adversarial machine learning
Page 17: Adversarial machine learning
Page 18: Adversarial machine learning

DAMN!YOU’REBORING!

Page 19: Adversarial machine learning

Example

Page 20: Adversarial machine learning
Page 21: Adversarial machine learning

Lifecycle of Adversarial ML

Page 22: Adversarial machine learning
Page 23: Adversarial machine learning

Effects?

Page 24: Adversarial machine learning

● Audio○ Voice recognition?

● Video● Images● Smart houses?● Code?

Page 25: Adversarial machine learning

Mitigations.

Page 26: Adversarial machine learning
Page 27: Adversarial machine learning
Page 28: Adversarial machine learning
Page 29: Adversarial machine learning

References :

https://www.youtube.com/watch?v=bs5Z_f2HZu4

“Clarence Chio - Adversarial Machine Learning”

https://www.youtube.com/watch?v=bs5Z_f2HZu4
Page 30: Adversarial machine learning

Thank You!ANY QUESTIONS?


Recommended
SAT YA: Defending against Adversarial Attacks using ... · learning systems. Tampering with machine learning systems using adversarial at-tacks that are directly interacting with

SAT YA: Defending against Adversarial Attacks using ... · learning systems. Tampering with machine learning systems using adversarial at-tacks that are directly interacting with

Documents

Object Detection: A Reinforcement Learning approach using Adversarial … · 2019-05-13 · Generative Adversarial Networks (GANs). GANs are a class of machine learning systems that

Object Detection: A Reinforcement Learning approach using Adversarial … · 2019-05-13 · Generative Adversarial Networks (GANs). GANs are a class of machine learning systems that

Documents

Adversarial Machine Learning - Università Ca' Foscari Veneziapelillo/Didattica/Artificial... · 2019. 5. 8. · Adversarial Machine Learning By: Antonio Emanuele Cinà . 1.Introduction.

Adversarial Machine Learning - Università Ca' Foscari Veneziapelillo/Didattica/Artificial... · 2019. 5. 8. · Adversarial Machine Learning By: Antonio Emanuele Cinà . 1.Introduction.

Documents

Resilient Machine Learning in Adversarial Environments

Resilient Machine Learning in Adversarial Environments

Documents

Adversarial Machine Learning: Curiosity, Benefit, or Threat? · 2019-06-23 · Adversarial Machine Learning: Curiosity, Benefit, or Threat? Lujo Bauer Associate Professor Electrical

Adversarial Machine Learning: Curiosity, Benefit, or Threat? · 2019-06-23 · Adversarial Machine Learning: Curiosity, Benefit, or Threat? Lujo Bauer Associate Professor Electrical

Documents

Adversarial Machine Learning and Wireless Security for 5G ...

Adversarial Machine Learning and Wireless Security for 5G ...

Documents

Privacy Risks of Securing Machine Learning Models against Adversarial …reza/files/Shokri-CCS2019.pdf · 2019. 8. 29. · 2.1.1 Adversarial examples: Although machine learning models

Privacy Risks of Securing Machine Learning Models against Adversarial …reza/files/Shokri-CCS2019.pdf · 2019. 8. 29. · 2.1.1 Adversarial examples: Although machine learning models

Documents

Adversarial Machine Learning in Sequential Decision Makingpages.cs.wisc.edu/~jerryzhu/pub/AdvMLSeq.pdf · Adversarial attacks on stochastic bandits. NeurIPS, 2018 • L Lessard, X

Adversarial Machine Learning in Sequential Decision Makingpages.cs.wisc.edu/~jerryzhu/pub/AdvMLSeq.pdf · Adversarial attacks on stochastic bandits. NeurIPS, 2018 • L Lessard, X

Documents

A Taxonomy and Terminology of Adversarial Machine Learning · 1 . Draft NISTIR 8269 2 . 3 . A Taxonomy and Terminology of . 4 . Adversarial Machine Learning . 5 . 6 . Elham Tabassi

A Taxonomy and Terminology of Adversarial Machine Learning · 1 . Draft NISTIR 8269 2 . 3 . A Taxonomy and Terminology of . 4 . Adversarial Machine Learning . 5 . 6 . Elham Tabassi

Documents

Defending Against Adversarial Examples - Machine Learning and … · Ian Goodfellow, Staff Research Scientist, Google Brain NIPS 2017 Workshop on Machine Learning and Security (Goodfellow

Defending Against Adversarial Examples - Machine Learning and … · Ian Goodfellow, Staff Research Scientist, Google Brain NIPS 2017 Workshop on Machine Learning and Security (Goodfellow

Documents

Adversarial Robustness of Machine Learning Models for Graphs · 28/10/2019  · S. Günnemann Adversarial Robustness of Machine Learning Models for Graphs Results: Cora Data 12 Ours

Adversarial Robustness of Machine Learning Models for Graphs · 28/10/2019  · S. Günnemann Adversarial Robustness of Machine Learning Models for Graphs Results: Cora Data 12 Ours

Documents

Quantum Adversarial Machine Learning · 2020. 1. 3. · Quantum Adversarial Machine Learning Sirui Lu,1,2 Lu-Ming Duan, 1,and Dong-Ling Deng y 1Center for Quantum Information, IIIS,

Quantum Adversarial Machine Learning · 2020. 1. 3. · Quantum Adversarial Machine Learning Sirui Lu,1,2 Lu-Ming Duan, 1,and Dong-Ling Deng y 1Center for Quantum Information, IIIS,

Documents

Adversarial Machine Learning Applied to Intrusion and ... · N. Martins et al.: Adversarial Machine Learning Applied to Intrusion and Malware Scenarios: Systematic Review of machine

Adversarial Machine Learning Applied to Intrusion and ... · N. Martins et al.: Adversarial Machine Learning Applied to Intrusion and Malware Scenarios: Systematic Review of machine

Documents

Adversarial Machine Learning from an Adversarial Risk ... Conference - September 2017.pdf · – Hypothesis testing – Classification – .. • Many applications (security, mktg,…)

Adversarial Machine Learning from an Adversarial Risk ... Conference - September 2017.pdf · – Hypothesis testing – Classification – .. • Many applications (security, mktg,…)

Documents

Adversarial machine learning for av software

Adversarial machine learning for av software

Data & Analytics

Adversarial Machine Learning —An Introductiondanadach/Security_Fall_17/aml.pdf•Self-driving cars •Unmanned aerial vehicle •Surveillance and access-control •… Outline •Machine

Adversarial Machine Learning —An Introductiondanadach/Security_Fall_17/aml.pdf•Self-driving cars •Unmanned aerial vehicle •Surveillance and access-control •… Outline •Machine

Documents

Machine Learning empowered Occupancy Sensing for Smart ... · Machine Learning empowered Occupancy Sensing for Smart Buildings Figure 3. Proposed Adversarial Domain Adaptation. Figure

Machine Learning empowered Occupancy Sensing for Smart ... · Machine Learning empowered Occupancy Sensing for Smart Buildings Figure 3. Proposed Adversarial Domain Adaptation. Figure

Documents

Adversarial Examples: Attacks on Machine Learning-based ... · Adversarial Examples: Attacks on Machine Learning-based Malware Visualization Detection Methods Xinbo Liu, Yapin Lin,

Adversarial Examples: Attacks on Machine Learning-based ... · Adversarial Examples: Attacks on Machine Learning-based Malware Visualization Detection Methods Xinbo Liu, Yapin Lin,

Documents