CSCI 4050U
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Data processing
Numpy ndarrays
01 Vectorized
02 Numpy Analytics
03 Plots
04 Dataframe
Analytics with Pandas
Mathematical Background
00 Vectors
01 Matrices
02 Gradients
03 Optimization
Basic Neural Networks
00 Learning
01 Regression
02 Logistic Regression
03 Mlp
04 Module
05 Regulation
Network Architectures
00 Encoding
01 Conv
02 Conv2
03 Rnn
04 Rnn2
05 Sequence Learning
06 Attention
Advanced Topics
ML
01 Vectorized
03 Plots