Machine-Learning-Course

My slides and codes in the ML summer course at Ferdowsi University of Mashhad.

Sources:

CS231n Convolutional Neural Networks for Visual Recognition

introduction to scientific programming

Theano Tutorial.

Course Syllabus

• session 1: Introduction to scientific computing with Python and Numpy.
• session 2: Introduction to scientific computing with Matplotlib and Scipy.
• session 3: Image Classification
• session 4: Linear Classification
• session 5: Optimization
• session 6: Back Propagation
• session 7: Neural Networks 1
• session 8: Neural Networks 2
• session 9: Neural Networks 3
• session 10: Convolutional Neural Networks (+ a Theano tutorial script)

Structure

The python script corresponding to each session is provided in the session folder. For session 1 there are no slides, instead, there are several exercises which are solved in the python script.