Elden Ring Background

Build Optimization
Powered by Differential Evolution

We analyzed 307 weapons using Machine Learning to mathematically determine the perfect stat allocation for your build.

The Engine

Our pipeline processes game data through three distinct analytical stages to maximize your Attack Rating.

1. Unsupervised Learning

We use K-Means Clustering to categorize all 307 weapons into 6 distinct archetypes (e.g., Quality, Arcane-Bleed). This identifies the scaling "DNA" of your weapon.

2. Differential Evolution

Using SciPy's Multi-Objective Optimization, we allocate stats while respecting the game's "soft cap" diminishing returns (20/50/80). This mathematically guarantees the highest possible AR for your level.

3. Collaborative Filtering

Once your build is optimized, our Recommender System scans your stat spread against other clusters to suggest similar weapons you can effectively wield without needing to respec.

The Build Optimizer

1. Select Armament

150

Database Info:

Scaling: -

Base Dmg: -

Select Weapon to Optimize