ML ResearchOct 2024 – Jan 2025
Battery Life Prediction Model
Predicts cycle life and energy density, then recommends which experiment to run next.
What it does
- Predicted battery cycle life and energy density in PyTorch with adaptive learning-rate scheduling.
- Used Bayesian optimization to recommend experimental parameters, which is where the BatteryGen idea started.
Built with
- PyTorch
- Bayesian Optimization
- Pandas
- Matplotlib