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• 50 Days of Deep Learning
Neural networks have many settings that need to be tweaked to reach optimal performance. Here is a summary of what it takes to set up a neural network.
RESOURCES:
Data Science Kick-starter mini-course: https://www.misraturp.com/courses/dat...
Pandas cheat sheet: https://misraturp.gumroad.com/l/pandascs
Streamlit template: https://misraturp.gumroad.com/l/stemp
NNs hyperparameters cheat sheet: https://www.misraturp.com/nn-hyperpar...
Fundamentals of Deep Learning in 25 pages: https://misraturp.gumroad.com/l/fdl
COURSES:
Hands-on Data Science: Complete your first portfolio project: https://www.misraturp.com/hods
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00:00 Introducing the hyperparameters cheat sheet
00:46 # of input neurons
01:23 # of output neurons
02:02 # of hidden layers and neurons on these layers
02:18 loss function
03:00 optimizer and learning rate
03:29 activation function
04:16 batch size
04:28 number of iterations / epochs
05:41 weight initialization technique
05:59 regularization
06:23 Download the hyperparameters cheat sheet!