Lectures

Please note that If you are using the SCI computers to print the course material, you need to use Windows to submit the print jobs for having the slides printed correctly (this is due to a formatting error that will be fixed soon).

Preliminary Lecture Material:

Lecture notes and iPython Notebooks are updated as the course proceeds.

Lecture 1 (16.04.13):

Introduction - Neural Computation and Self Organization IPyNB, Slides
Introduction to the Neuron IPyNB, Slides

Lecture 2 (23.04.13):

Physical Neuron Models IPyNB, Slides
Computational Models of Neurons IPyNB, Slides

Lecture 3 (30.04.13):

Linear Threshold Units IPyNB, Slides

Lecture 4 (07.05.13):

Dynamic Properties of Networks IPyNB, Slides

Lecture 5 (14.05.13):

Review of Bayesian Decision Theory IPyNB, Slide
Linear Threshold Units IPyNB, Slide
Perceptrons and Perceptron Learning Algorithm IPyNB, Slide
Linear Least Square for Classification IPyNB, Slide
Logistic Regression and Gradient Descent IPyNB, Slide

Lecture 6 (21.05.13):

MLP Background IPyNB, Slides
Nonlinear Classifcation Problem IPyNB, Slides

Lecture 7 (28.05.13):

Multilayer Architectures IPyNB, Slides
MLP posterior IPyNB, Slides
Introduction to Convolutional Networks IPyNB, Slides

Lecture 8 (04.06.13):

Multilayer Convolutional Neural Network IPyNB, Slides
PCA IPyNB, Slides

Lecture 9 (11.06.13):

The k-means Algorithm IPyNB, Slides
EM on 1D Mixture Densities IPyNB, Slides
k-means on MNIST and incremental k-means IPyNB, Slides
The Self-Organizing Map Algorithm IPyNB, Slides

Lecture 10 (18.06.13) and 11 (25.06.13):

Feature Hierarchies and Object Recognition Slides (updated slides)
Related Papers:

Lecture 12 (02.07.13):

Theories and Results in Object Recognition Slides
Related Papers:

Lecture 13 (09.07.13):

Attention, Saliency, Grouping Slides (updated slides)
Related Papers:

Computational Modeling of Visual Attention

Lecture 14 (16.07.13):

Time Series and Forecasting IPyNB, Slides
Sequence Learning Tasks IPyNB, Slides
Recurrent Neural Networks Slides

Recurrent Neural Networks.pdf

(97k)

Mohammad Reza Yousefi,

Jul 19, 2013, 6:25 AM

v.1

slides-attention.pdf

(3147k)

Mohammad Reza Yousefi,

Jul 19, 2013, 6:19 AM

v.1

slides-psychobj.pdf

(2396k)

Mohammad Reza Yousefi,

Jul 3, 2013, 5:24 AM

v.1

slides-recognition.pdf

(2608k)

Mohammad Reza Yousefi,

Jun 26, 2013, 10:10 AM

v.1

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