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Decks in this class (18)
ML-01 - ML-01-Introduction and linear regression
When did arthur samuel come up wi...,
What as arthur samuel s definitio...,
How did tom mitchell define machi...
38
cards
ML-02 - Logistic regression & classification
Describe what a classification pr...,
What are the two types of classif...,
Why do we use logistic regression...
39
cards
ML-03 - Regularization in regression
Does underfitting mean that the m...,
Does overfitting mean that the mo...,
How can your model respond if you...
13
cards
ML-04 - Neural network
Why use ann over polynomial regre...,
Where is the dendrite s located s...,
Where is the nucleus located see ...
37
cards
ML-05 - Model evaluation
Describe the typical ml workflow 7 1,
Describe k fold cross validation 2,
Describe the validation workflow 3
27
cards
ML-06 - Model and feature selection
How do you use validation data to...,
Which area is high bias and which...,
If you have high bias is your mod...
38
cards
ML-07 - Unsupervised learning
What s the requirement for unsupe...,
What are the two major types of u...,
Name the techniques mentioned in ...
21
cards
ML-08 - Anomaly detection
Define anomaly detection 1,
Is anomaly detection supervised o...,
What is the algorithm for fitting...
7
cards
DL-01 - Introduction (+ impl)
Who was behind alexnet 1 2 1,
What s the formula for the sigmoi...,
What formula is this see image 3
23
cards
DL-02 - Improving DNN
What are 3 commonly used dl appro...,
What are two common regularizatio...,
What is another name for l1 regul...
38
cards
DL-04 - MLOps
What are the steps of the devops ...,
What are the goals of mlops 4 emdq 2,
Name the steps of the mlops lifec...
14
cards
DL-05a - Convolutional neural network
How do you perform convolution on...,
Describe how to perform convoluti...,
Describe what comes out of after ...
15
cards
DL-05b - Convolutional neural network - Architectures
Who is behind lenet 1,
When did yann lecun publish lenet 2,
What was lenet used for 3
66
cards
DL-06 - Transfer learning
Describe transfer learning 1,
What are the stages in a transfer...,
What does transfer learning depen...
9
cards
DL-07 - Sequence models
What is a sequence model 1,
What is another name for sequence...,
What is another name for seq2seq 3
72
cards
DL-08 - Transformers
What are some problems with rnns ...,
What is the name of the paper whe...,
When was the transformers paper a...
94
cards
DL-09 - Generative models
What are the types of generative ...,
What is vae short for 2,
What is gan short for 3
74
cards
DL-10 - Reinforcement learning
What type of data do you have in ...,
What type of data do you have in ...,
What type of data do you have in ...
76
cards
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ACIT4630 - ML/DL
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