- Food, Drinks & Networking (20mins)
- Introduction & Announcement (10mins)
- "Threat Hunting with Data Science" by Zhou Zhihao (~30 mins)
- "Automated Machine Learning & Dataset Shift for Cybersecurity" by Clifton Phua (~30 mins)
- Networking (till late)
VENUE SPONSOR: SkillsFuture Singapore
F&B SPONSOR: SkillsFuture Singapore
THREAT HUNTING WITH DATA SCIENCE
Due to the 4Vs (Volume, Variety, Velocity, Veracity) of data, Threat Hunting is now a difficult task as they have more volume and variety of data to look into. With the Velocity of data coming in from all directions, this makes their job more hectic. With Data Science, things could change for the threat hunters to be able to hunt smartly and efficiently. In this presentation, I wish to share how an open source framework: Flare assist threat hunters in detecting beaconing in the environment, using Flare, Random Forest and Alexa to detect Domain Generated Algorithm (DGA) and using Natural Language Processing (NLP) to distinguish between base64 string and URIs.
AUTOMATED MACHINE LEARNING & DATASET SHIFT FOR CYBERSECURITY
Zhou Zhihao is a cybersecurity solutions consultant in ST Engineering Electronics. For the past 10 years, Zhihao have been working in software engineering, penetration testing and security consulting.
CLIFTON PHUA -