Notes on All Things Machine Learning and Mathematics
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Topics
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Deep Learning for Computer Vision
Neural Net Basics
kNN, Linear Models, SVMs
CNN Architectures
Image Detection
Image Captioning with LSTMs
Segmentation & Attention
Practical Advice for Working with Images
Unsupervised Approaches, GANs and VAEs
Working with Videos
Visualization, Deep Dream, Style Transfer