智慧型演算法

Introduce state-of-the-art computational algorithms for scientific, engineering, AI and machine-learning applications using the Python programming language. In addition to gaining expert knowledge in Python programming and Linux, students will also learn and use the most important current open-source Python libraries for numerical computation, engineering data visualization, machine-learning & AI. This class will involve a combination of lectures as well as hands on programming projects.

• • Linux OS and Linux VM’s
• • Python programming
• • Production software development techniques/best-practices
• • Matrices, Numerical Computation, Data Visualization
• • Python binding/wrapping of C++ components for fast computation
• • Scikit-Learn machine-learning library
• • TensorFlow Open-source library
• • Reinforcement Learning
• • Introduction to computational & machine-learning programming in Python