The Advanced Machine Learning course is an elective course for Master of Information Technology (Magister Technologi Informasi, MTI) students in the 2nd semester. This course provides students with knowledge, application techniques, and problem solving about ML which focuses on cloud computing and Deep Learning and how to apply it to solve real problems. This course discusses several important topics such as:

  1. Introduction to machine learning in cloud computing
  2. Data collection and augmentation;
  3. Machine Learning Using Azure
  4. Long Short Term Memory Networks (LSTMs), Recurrent Neural Networks (RNNs), and Radial Basis Function Networks (RBFNs)
  5. Self Organizing Maps (SOMs) and Autoencoders
  6. Computer Vision
  7. AI in Industry, especially Tourism, Agriculture and Maritime
  8. Project, Presentations, Simulations and Publications