ndrplz / machine_learning_lectures Public

Notifications You must be signed in to change notification settings
Fork 45
Star 151

Collection of lectures and lab lectures on machine learning and deep learning. Lab practices in Python and TensorFlow.

ndrplz.github.io/machine_learning_lectures/

151 stars 45 forks Branches Tags Activity

Name		Name	Last commit message	Last commit date
Latest commit History 244 Commits
docs		docs
lab		lab
slides		slides
thumbs		thumbs
.gitignore		.gitignore
README.md		README.md
_config.yml		_config.yml
make_thumbs.py		make_thumbs.py

Repository files navigation

machine_learning_lectures

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

Deep Learning

Gradient Descent

LaTeX source: here.

Neural Networks and Deep Neural Networks

LaTeX source: here.

Convolutional Neural Networks

LaTeX source: here.

Recurrent Neural Networks

LaTeX source: here.

Reinforcement Learning

Introduction and Model Free Learning

LaTeX source: here.

Function Approximation

LaTeX source: here.

Machine Learning

Boosting

LaTeX source: here.
Practice code: here.

Clustering

LaTeX source: here.
Practice code: here.

Dimensionality Reduction

LaTeX source: here.
Practice code: here.

Logistic Regression

LaTeX source: here.
Practice code: here.

Naive Bayes

LaTeX source: here.
Practice code: here.

Support Vector Machine (SVM)

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.