MEEG 2403 Thermodynamics 002
Course Scope:
- Properties of Pure Substances (liquids, vapors, and gases)
- The First Law of Thermodynamics: Closed and Open Systems
- The Second Law of Thermodynamics
- Entropy
- Power Cycles: Gas and Vapor
- Refrigeration Cycles
MEEG 491V/591V-028 Machine Learning for Mechanical Engineers
Overview
Programming Language: Python v.s. MATLAB
Course Objectives
- Develop machine learning models using TensorFlow
- Develop emulators or surrogate models for computationally expensive numerical simulations
- Develop machine learning models for anomaly detection and prediction of dynamic signals
- Analyze images/maps from experiments and simulations to predict physical quantities
- Adapt trained machine learning models to new domains
- Extract features and patterns from data and discover new knowledge
- Examine the reliability and robustness of data-driven models
Project Outcomes
