Machine Learning II

Course Code :2006FLWDTA
Study domain:Linguistics and Proficiency
Academic year:2020-2021
Semester:1st semester
Contact hours:12
Credits:3
Study load (hours):84
Contract restrictions: No contract restriction
Language of instruction:English
Exam period:exam in the 1st semester
Lecturer(s)Walter Daelemans

3. Course contents *

  1. Linear regression: cost function, gradient descent
  2. Multilayer, feedforward perceptron, dropout, categorical cross entropy
  3. Keras: batching, learning, rate, optimizer, ...
  4. convnets: images and text
  5. LSTMs: recurrency, language models
  6. seq2seq, attention