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Alon Samuel
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Decks in this class (19)
fine tune - hyperparams - transfer
What is the purpose of grid searc...,
How does random search differ fro...,
What is bayesian optimization in ...
19
cards
Deep Learning Models
What is the primary function of a...,
How do rnns differ from tradition...,
What is the role of fully connect...
20
cards
augmentations
What is the purpose of rotation i...,
How does translation improve mode...,
What is scaling in image augmenta...
21
cards
Losses
What is the purpose of mse in reg...,
What does mean absolute error mae...,
What is log cosh loss and why is ...
28
cards
Metrics
What does r coefficient of determ...,
What is mean absolute error mae u...,
What is mean squared error mse an...
24
cards
Vision architectures
What is the purpose of ssd single...,
What is r cnn and how does it work 2,
What does yolo you only look once...
15
cards
CV tasks
What is the goal of image classif...,
What does object detection achiev...,
What is the purpose of semantic s...
10
cards
Unlabeled data application
What is self supervised learning ...,
What is contrastive learning and ...,
How does clustering such as k mea...
13
cards
Regularization & Optimizers
Why does l2 regularization shrink...,
How does l1 regularization change...,
What is dropout 3
19
cards
SDF
Incorporate SDF related papers knowledge
32
cards
Transformers
Transformers how is the model tra...
1
cards
Video generation
Go with the flow what is the main...,
Go with the flow how does the pro...,
Go with the flow what advantage d...
10
cards
Statistical concepts
Statistics what is the goal of ma...,
Statistics what is the likelihood...,
Statistics why do we use the log ...
20
cards
VAE
Vae how should one optimise the e...,
Vae what is the loss of p x z 2,
Vae what happens to the loss of p...
19
cards
VQ-VAE
Vq vae what are the 3 main contri...,
Vq vae how does it changes the ae...,
Vq vae how does it changes the sa...
25
cards
AutoSDF
Audosdf what is the problem of th...,
Audosdf what is the problem with ...,
Audosdf how the complexity proble...
8
cards
XLM
Xlm what is an autoregressive mod...,
Xlm how is autoregressive model b...,
Xlm what is mlm 3
7
cards
General 3D Geometry
3d what are the possible problems...,
3d what is photometric consistenc...,
3d what is the problem with multi...
5
cards
Generative Image Dynamics - 2024
What is the goal of the generativ...,
What are the 2 systems in the gen...,
Gen image what are the pipeline s...
18
cards
More about
Machine learning
- Class purpose General learning
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