Deep Learning and Applications (Competence)

'Deep learning is a powerful machine learning tool forartifical intelligence and data sciences, with a wide range ofreal-world applications.This course aims at introducing basic concepts, numericalalgorithms, and computing frameworks in deep learning.The emphasis is on the numerical algorithms,implementation in industrial computing framework, andexamination on real data-intensive problems drawn frompractical applications.Major topics include: Basics on optimization theory andalgorithms, regularization and stability, learning theory,clustering, supervised learning, deep neural network,programming in python, tensor flow.'