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Handling negative transfer
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Classroom Contents
Transfer Learning - Analyst-Sourcing Behavioral Classification
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- 1 Intro
- 2 About us: the data science guy
- 3 Problem: advanced attacks
- 4 Detection of different APT stages
- 5 Trained Al pinpoints attacks
- 6 Challenges of Al in InfoSec
- 7 My life these two last years
- 8 Active learning: label acquisition is key!
- 9 Three objectives for transfer learning
- 10 Sharing labeled data
- 11 Handling negative transfer
- 12 Delivery via phishing domains
- 13 A quick experiment
- 14 Dataset description
- 15 Training a model
- 16 Active learning results
- 17 Organizations 1 and 2 sharing labels
- 18 Organization 3 joins at 5th month
- 19 Detecting phishing domains: TL vs. Blacklists
- 20 Improve phishing detection Ideas for new features?
- 21 Next steps: address a new use case
