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machine_learning_lectures

Collection of lectures and lab lectures on machine learning and deep learning.


Deep Learning

Gradient Descent

thumb_gradient_descent
LaTeX source: here.

Neural Networks and Deep Neural Networks

thumb_neural_networks
LaTeX source: here.

Convolutional Neural Netowrks

thumb_convnets
LaTeX source: here.

Recurrent Neural Netowrks

thumb_recurrent
LaTeX source: here.


Reinforcement Learning

Introduction and Model Free Learning

thumb_model_free
LaTeX source: here.

Function Approximation

thumb_fun_approx
LaTeX source: here.


Machine Learning

Boosting

thumb_boosting
LaTeX source: here.
Practice code: here.

Clustering

thumb_boosting
LaTeX source: here.
Practice code: here.

Dimensionality Reduction

thumb_boosting
LaTeX source: here.
Practice code: here.

F.A.Q.

  • How did you make the thumbnails?

Please see make_thumbs.py. The script assumes that ImageMagick library is already installed in your system.