The only optimization engine built specifically for ultra-high-dimensional search spaces where traditional HPO methods fail. Achieve state-of-the-art results in hyperparameter spaces of $D>100$.
We don't compete where $D<50$. We dominate where others fail.
Automatically identifies the 5-10 truly impactful parameters in spaces of 100+ dimensions, reducing effective search space by 90-95%.
Achieves superior results with 10x fewer evaluations compared to Bayesian Optimization in high-dimensional spaces ($D>50$).
Consistently finds solutions orders of magnitude closer to the global optimum in complex, multi-modal search spaces.
Where traditional HPO fails spectacularly
Optimize entire neural network architectures including:
End-to-end ML pipeline optimization including:
Complex RL agent optimization including:
$D=100$ synthetic benchmark on Rastrigin function
| Method | Best Value | Evaluations | Improvement |
|---|---|---|---|
| EOG-HPO | -14.2 | 1,000 | 62x Better |
| Bayesian Optimization | -896.4 | 10,000 | Baseline |
| Random Search | -954.7 | 10,000 | -6.5% |
| Grid Search | -1,234.5 | 100,000* | -37.7% |
Key Insight: EOG-HPO identified only 7 active dimensions out of 100 total dimensions, reducing effective search complexity by 93%.
Pay for results, not just compute time
| Search Space Size | Base Price | Active Dimension Fee | Evaluation Credits | Best For |
|---|---|---|---|---|
|
D < 50 Standard Problems |
$199/month | - | 1,000 evaluations | Basic model tuning |
|
50 ≤ D ≤ 100 Complex Problems |
$999/month | $50/active dimension | 5,000 evaluations | NAS, Complex Pipelines |
|
D > 100 Ultra-High-Dimensional |
Custom Quote | $75/active dimension | Unlimited* | Research, Enterprise NAS |
For enterprise clients: Pay 20% of the compute cost savings achieved compared to traditional HPO methods.
Annual commitments receive 20% discount. Research institutions receive special academic pricing.
Works with your existing ML workflow
Simple pip install and API integration
Native integration with SageMaker jobs
Direct plugin for Vertex pipelines
Azure Machine Learning integration
Join leading AI research labs and enterprises who trust EOG-HPO for their most complex optimization challenges.