AI Model for Defense Strategy Prediction
Problem Solved: Assists defense analysts in predicting the best strategy based on previous battle data, troop formations, and terrain.
Description: This tool analyzes historical combat data to suggest optimal defensive/offensive strategies using classification models. It aids decision-makers with AI-supported recommendations.
Inputs
- Battlefield layout / terrain type
- Troop size, type, and formations
- Previous battle results
Outputs
- Suggested strategy: Defense / Counter / Offensive
- Success probability of strategy
- Top 3 tactical recommendations
Features
- Custom simulation datasets
- Classification using logistic regression
- Interactive strategy explanation tool
- Accuracy tuning with feature selection
Tech Stack
Python, Pandas, Logistic Regression, Data Cleaning, Matplotlib