🧪Why machine learning for material screening?

✔️Pattern recognition: Detects complex relationships between material features and properties beyond human intuition

✔️Accelerated discovery: Rapid evaluation of candidate materials

✔️Cost efficiency: Reduces the need for extensive experiments

✔️Predictive selection: Identifies materials with desired properties

✔️Data integration: Uses diverse data sources (experiments/simulations)

🦾What is digital transformation?

Machine learning to automate, optimize, and control the system.

✔️Process automation: Automate repetitive and manual tasks to improve operational efficiency

✔️Process optimization: Identifies optimal conditions and parameters

✔️Predictive control: Predicts system behavior and adjusts actions

✔️Resource optimization: Minimizes waste and maximizes resources

✔️Anomaly detection: Rapidly detect faults