Collection of lectures and lab lectures on machine learning and deep learning.
thumb_gradient_descent
LaTeX source: here.
Practice (1) slides.
Practice (2) slides and code (TensorFlow).
thumb_neural_networks
LaTeX source: here.
Practice slides and code (TensorFlow).
thumb_convnets
LaTeX source: here.
Practice slides and code (TensorFlow).
thumb_recurrent
LaTeX source: here.
Practice slides and code (TensorFlow).
thumb_model_free
LaTeX source: here.
Practice slides and code (TensorFlow).
thumb_fun_approx
LaTeX source: here.
thumb_boosting
LaTeX source: here.
Practice code: here.
thumb_clustering
LaTeX source: here.
Practice code: here.
thumb_dim_reduction
LaTeX source: here.
Practice code: here.
thumb_logistic_regression
LaTeX source: here.
Practice code: here.
thumb_bayes
LaTeX source: here.
Practice code: here.
thumb_svm
LaTeX source: here.
Practice code: here.
- How did you make the thumbnails?
Please see make_thumbs.py. The script assumes that ImageMagick library is already installed in your system.