Hi HN, the course is still in progress so the notes are not yet finished (I'm currently struggling to finish the ConvNet notes).<p>Our syllabus is here:
<a href="http://cs231n.stanford.edu/syllabus.html" rel="nofollow">http://cs231n.stanford.edu/syllabus.html</a>
where you can also find lecture slides, which have some more information.<p>Lastly, our assignments (that walk you through implementing a Softmax/SVM classifier and Neural Networks and ConvNets in Python+numpy) are all on terminal.com. Terminal.com lets us set up a VM in the browser: You visit the assignment URL, fork the snapshot, and you can work right away on the assignment in your browser on an IPython Notebook: the data is there, all dependencies are already installed, and everything ready to go. We're also working with terminal.com right now to get access to GPU machines soon, which will let us set up assignments that use Caffe and efficient GPU code, etc.
I've been following along, and this course has been great so far.
The author also has made the code for one of his publications about image captioning publicly available:
<a href="https://github.com/karpathy/neuraltalk" rel="nofollow">https://github.com/karpathy/neuraltalk</a><p>Along with various other nice work about neural networks:<p><a href="http://cs.stanford.edu/people/karpathy/convnetjs/started.html" rel="nofollow">http://cs.stanford.edu/people/karpathy/convnetjs/started.htm...</a><p><a href="http://cs.stanford.edu/people/karpathy/recurrentjs/" rel="nofollow">http://cs.stanford.edu/people/karpathy/recurrentjs/</a><p><a href="http://karpathy.github.io/neuralnets/" rel="nofollow">http://karpathy.github.io/neuralnets/</a><p>Nice visualization about classifiers from the class (various svm, softmax):<p><a href="http://vision.stanford.edu/teaching/cs231n/linear-classify-demo/" rel="nofollow">http://vision.stanford.edu/teaching/cs231n/linear-classify-d...</a>
OT: It's fantastic that faculty at top universities like Stanford are increasingly making their content freely available on Github. It surely is an awesome time to be alive!