Lectures for the full semester offered at FAST NUCES Peshawar Campus. We start from scratch and move to modern deep learning and advanced concepts such as RNNs, LSTM.
Two more recent lectures on GANs and their usage are also uploaded.
I have a PhD in Computer Sciences and a PostDoc from the Max Planck Institute for Software Systems. I have been programming since early 2000 and have worked with many different languages, tools and platforms. I have an extensive research experience with many state-of-the-art models to my name. My research in Android security has led to some major shifts in the Android permission model.
I love teaching and the most important reason I upload online is to make sure people can find my content. If you have any problem with finances and you want to take my courses, contact me. I am more than willing to give out coupons that will make the course free for you.
You can see all the different areas I've worked with on my site as well as on my github page.
PreviewDiving into Machine Learning through SciKit Learning (64:34)
StartLinear Regression and Optimization (80:40)
StartGradient Descent and Contour Plots (38:01)
StartRegression and Classification (99:46)
StartMulticlass Classifciation, Regularization (96:06)
StartNeural Networks and Back-Propagation (63:58)
PreviewConvolutional Neural Networks (110:24)