Data Scientist

5 days ago

Singapore ENSIGN INFOSECURITY (CYBERSECURITY) PTE. LTD. Full time

**Duties and Responsibilities**

The Data Science team is responsible for developing key Threat Detection capabilities for Ensign InfoSecurity as a whole. With this responsibility in mind, the team understands current research methods & determines its applicability to the Cyber domain, develops & deploys Threat Detection models and explores the state-of-the-art boundary.

With the numerous tasks at hand and the commercial projects undertaken, we require an high performing intern to partner us in these efforts.

(Broad based Understanding: Cybersecurity and Data Science)
- Understand Models & Use-cases for Cybersecurity
- Understand the various logs for Cybersecurity
- Understand Models & Use-cases in Ensign

(Operations Focused)
- **Build a detection model for a MITRE Technique**:

- Business understanding: Understand MITRE Technique
- Data understanding: Explore network/ endpoint log samples
- Modeling: Define detection model & approach
- Modeling: Build working prototype
- Deployment: Structure code for deployment
- Evaluation: Examine alerts and fine-tune model/ approach
- Evaluation: Present to stakeholders

(Research Focused)

[Has a simulation component, but also model building component]
- **Code Simulation + Detection**:

- Specific to a given category (e.g. network connection action)
- (Part1) for a few common network actions/implementations, combine multiple code chunks and compile to generate binary,
- (Part2) parse binary to get abstract representation (need to define optimal representation)
- (Part3) use the abstract representation as model input for classification (likely using deep learning)

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