EoS and ML Integration Research

I'm seeking an expert to integrate equation of state (EoS) formulation with machine learning (ML) model development for a research and analysis project using simulated data.

Key Requirements:
- Develop robust EoS using theoretical principles and data-driven approaches.
- Design and train ML models to predict and analyze EoS-related properties.
- Integrate EoS and ML models for comprehensive research insights.
- Analyze simulated data to validate models and refine predictions.
- Prepare detailed documentation of methodologies and findings.

Ideal Skills and Experience:
- Strong background in thermodynamics and EoS.
- Proficiency in machine learning techniques and tools.
- Experience with simulated data analysis.
- Research-oriented mindset with analytical skills.
- Excellent documentation and communication skills.