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Unknown Unknown
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Decks in this class (15)
CNN
What is a kernel or filter in a c...,
Define the convolution operation 2,
What is an activation feature map 3
30
cards
Backpropagation
What problem does backpropagation...,
What is a computational graph in ...,
Name the three pillars of automat...
14
cards
Improving Performance
What is early stopping and why do...,
How is early stopping applied 2,
What does dropout do during train...
9
cards
Common network architectures
Inception state the multiplicatio...,
Resnet write the residual output ...,
Precision formula and plain langu...
10
cards
Transfer Learning
What is transfer learning 1,
Why reuse early cnn layers in tra...,
How do you adapt a pre trained cn...
5
cards
Linear Regression
What is supervised learning 1,
How is the linear regression mode...,
What loss function does linear re...
8
cards
Intro. to pytorch
What is a torchtensor 1,
Name three factory methods to cre...,
How do you slice a tensor to sele...
15
cards
Binary Classification
What is mini batch stochastic gra...,
What does shuffle true do in a py...,
What does num_workers control in ...
13
cards
Fully-connected Neural Networks
What is a feedforward fully conne...,
Why are non linear activation fun...,
How is layer computation expresse...
14
cards
Word2Vec
What is one hot encoding for word...,
What is the distributional hypoth...,
How do deep autoencoders reduce d...
11
cards
Recurrent Neural Networks
What kind of data are rnns design...,
Why do we need recurrence feedbac...,
What is a vanilla rnn s key chara...
12
cards
Transformer
What limitations of rnns and lstm...,
What are the key components of th...,
Define self attention in the cont...
14
cards
Generative Models
What is a generative model 1,
Name three applications of genera...,
Contrast discriminative and gener...
12
cards
Self-supervised Learning
What distinguishes supervised uns...,
What are pretext and downstream t...,
Give an example of a self predict...
12
cards
Reinforcement Learning
What is reinforcement learning 1,
What are the core elements formal...,
What is the difference between en...
14
cards
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DLT
- Class purpose General learning
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