SIT326 Task 1 HD

Overview

Comparative evaluation of Random Forest vs. Isolation Forest on CICIDS2017 flows.

Repository structure

• data/ # cleaned CSV
• src/
  • preprocess.py # combines & scales raw CSVs
  • train_models.py # trains & evaluates RF and IF

Usage

# Clone
git clone https://github.com/Jakebhudson/SIT326-Task-1-HD.git
cd SIT326-Task-1-HD

# 1. Setup virtualenv
python3 -m venv .venv
source .venv/bin/activate

# 2. Install dependencies
pip install --upgrade pip setuptools wheel
pip install pandas scikit-learn python-dotenv kaggle

# 3. Prepare data
mv archive data         
python src/preprocess.py

# 4. Train & evaluate
python src/train_models.py