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Classroom Contents
Learning to Rank Strings Output for Speedier Malware Analysis
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- 1 Intro
- 2 One String can Make a Difference
- 3 What is a String
- 4 Wide Strings
- 5 Compilation
- 6 The Strings Program
- 7 Malware Triage
- 8 Strings Tells a Story
- 9 Hypothesis and Goals
- 10 Rankings are Everywhere
- 11 Our Favorite Products Serve Up Rankings
- 12 Learning to Rank
- 13 Gradient Boosted Decision Trees
- 14 EMBER Training Dataset
- 15 Representing Strings as Features
- 16 Example
- 17 Evaluation
- 18 Putting it All Together
- 19 Open Sourcing StringSifter
- 20 Install and Use
- 21 flarestrings Demo
- 22 String Sifter rank_strings Demo
- 23 StringSifter rank_strings Demo
- 24 rank_strings Options
- 25 Other Use Cases and Future Work
- 26 Community Support
