World Standards Day Technical Report Artificial Intelligence and - - PowerPoint PPT Presentation

world standards day
SMART_READER_LITE
LIVE PREVIEW

World Standards Day Technical Report Artificial Intelligence and - - PowerPoint PPT Presentation

World Standards Day Technical Report Artificial Intelligence and Big Data Saharnaz DILMAGHANI October 2019 Big Data, Machine Learning (ML), and Artificial Intelligence (AI) Machine Learning Big Data Supervised Volume Un-supervised


slide-1
SLIDE 1

Saharnaz DILMAGHANI

World Standards Day

October 2019

Technical Report

Artificial Intelligence and Big Data

slide-2
SLIDE 2

Big Data, Machine Learning (ML), and Artificial Intelligence (AI)

1

  • S. Dilmaghani - Technical Report: AI and Big data

ILNAS, “White Paper: Data Protection and Privacy in Smart ICT - Scientific Research and Technical standardization”, ILNAS, ANEC G.I.E, University of Luxembourg, Tech. Rep., 2018.

October 11, 2019

Big Data Volume Variety Velocity Machine Learning Supervised Un-supervised Reinforcement Learning Deep Learning Artificial Intelligence

slide-3
SLIDE 3

Data Privacy and Trustworthiness Threats

Training Data Model learning Application New Data Inference and Prediction

  • Privacy breaches
  • Data poisoning
  • Data bias
  • Model extraction
  • Inference attack
  • Privacy breaches
  • Adversarial inputs
  • Inference attack
  • Privacy breaches

2

  • S. Dilmaghani - Technical Report: AI and Big data

October 11, 2019

slide-4
SLIDE 4

Fredrikson, Matt, Somesh Jha, and Thomas Ristenpart. "Model inversion attacks that exploit confidence information and basic countermeasures.” Proceedings of the 22nd ACM SIGSAC Conference on Computer and Communications Security. ACM, 2015.

Recovered image Training set image

ttack xamples

Finlayson, Samuel G., et al. "Adversarial attacks on medical machine learning." Science 363.6433, 2019.

3

  • S. Dilmaghani - Technical Report: AI and Big data

October 11, 2019

slide-5
SLIDE 5

Importance of Standardization

October 11, 2019

  • S. Dilmaghani - Technical Report: AI and Big data

4

International standards, certifications, and regulations

  • Ensure the degree of privacy,

security, and trust against cyber attacks

  • Protect individuals’ data
slide-6
SLIDE 6

Gap Analysis

  • Definitions and terminology
  • Computational approaches
  • Applications and use cases
  • Privacy and security threats

✓ ISO/IEC 2382 ✓ ISO/IEC WD 22989 ✓ ISO/NP TR 23347 ✓ ISO/IEC AWI 24372 ✓ ISO/NP 3534-5 ✓ ISO/IEC WD 23053 ✓ ISO/IEC NP TR 24030 ✓ ISO/IEC TR 20547-2 ✓ ISO/IEC PDTR 24028

  • S. Dilmaghani - Technical Report: AI and Big data

5

Identification

October 11, 2019

slide-7
SLIDE 7

Gap Analysis

  • Metrics
  • Mitigation Strategies
  • Risk quantification

✓ ISO/IEC PDTR 24028 ✓ ISO/IEC PDTR 24028 ✓ ISO/IEC NP TR 24027 ✓ ISO/IEC NP TR 24029-1 ✓ ISO/IEC 20889 ✓ ISO/IEC TR 27103 ✓ ISO/IEC 18033-6

  • S. Dilmaghani - Technical Report: AI and Big data

6

Measurements

October 11, 2019

slide-8
SLIDE 8

Gap Analysis

  • Tests and Evaluation
  • Constraints
  • Implementation

✓ ISO/IEC CD 20547-4 ✓ ISO/IEC NP TR 24027 ✓ ISO/IEC NP TR 24029-1 ✓ ISO/IEC CD 20547-4

  • S. Dilmaghani - Technical Report: AI and Big data

7

Implementation

October 11, 2019

slide-9
SLIDE 9

Thank You!

saharnaz.dilmaghani@uni.lu

October 11, 2019

  • S. Dilmaghani - Technical Report: AI and Big data

8