🔩Artificial Intelligence in Metallurgical and Materials Engineering

Engineering · 12 units · free, no membership

1 Introduction to Artificial Intelligence in Metallurgy: Boundaries, Validation, Responsibility and Ethics

2 AI in Material Selection and Decision Support Systems

3 Feature Prediction and Structure-Process-Property Relationships (Machine Learning)

4 Phase Diagrams, Thermodynamics and AI in CALPHAD Approach

5 Microstructure Image Analysis and Quantitative Metallography

6 AI in Optimization of Heat Treatment and Process Parameters

7 Manufacturing Processes: AI in Casting, Welding and Additive Manufacturing

8 Quality Control, Defect Detection and Statistical Process Control

9 AI in Damage Analysis, Root Cause and Breakage Investigation

10 Characterization Data Interpretation: XRD, SEM/EDS, DSC and Mechanical Testing

11 Standard Investigation, Compliance and Verification Discipline

12 Metallurgical Data Analysis and Frontiers of AI with Python

All trainings Start from unit 1