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IIIT Hyderabad
Deep Learning for Computer Vision – IV
C. V. Jawahar

Popular DL Architectures
COMP9444 11s2 Autoencoders 3
Autoencoder networks
COMP9844
c
Anthony Knittel, 2013
RESTRICTED BOLTZMANN MACHINES
An RBM is an energy-based generative model that consists of a
layer of binary visible units, v, and a layer of binary hidden units, h.
h
1
h
2
h
3
···
h
j
···
h
J
1
v
1
v
2
···
v
i
···
v
I
1
decoder
encoder
visible units
hidden units
bias
bias
Auto Encoder
RBM
RNN
CNN

Basics: Take online courses with
coding assignments
Online courses for machine learning basics: Andrew Ng, Tom Mitchell, Nando de Freitas,
Fred Hamprecht, Geoff Hinton, Yaser S. Abu-Mostafa, Patrick H Winston or NPTEL
Professor
Course URL
Notes
Hugo Larochelle
Universite de Sherbrooke,
IFT 725,
Automne 2013
- Detailed explanation of
theory
- Exercises in python
Nando de Frietas
University of Oxford,
Machine Learning, Jan 2015
- Fast paced but overview
of recent developments
- Maps concepts to Torch
implementation
Fei Fei Li, Andrej Karpathy
Stanford University,
CS231N,
Jan-March 2015
- Explanations mapped to
python code
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