This class was created by Brainscape user Henry Ye.

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Decks in this class (17)

AWS MLE
What is regularization in machine...,
When would you prefer l1 over l2 ...,
What is model drift and what type...
36  cards
AWS LPs
Customer obsession 1,
Earn trust 2,
Dive deep 3
6  cards
ML: Linear Algebra
What is the geometric interpretat...,
What determines whether a matrix ...,
What does it mean for vectors to ...
20  cards
ML: Gradient Descent & Optimisation
What is the update rule for vanil...,
Why does gradient descent converg...,
What is the difference between gr...
36  cards
ML: Model Evaluation & Selection
What is the bias variance trade o...,
Why does overfitting occur 2,
What is the difference between tr...
54  cards
ML: Model Training
Why is k fold cross validation ge...,
What conditions make cross valida...,
When should you prefer stratified...
28  cards
ML: Linear Regression
What is the geometric interpretat...,
Derive the closed form ols soluti...,
Why is ols unbiased 3
35  cards
ML: Classification
What is the confusion matrix and ...,
When is accuracy a misleading met...,
What is the difference between pr...
39  cards
ML: Dimensionality Reduction
What is the goal of dimensionalit...,
Difference between feature select...,
What is the curse of dimensionali...
27  cards
ML: Clustering
What is clustering 1,
What are intra cluster and inter ...,
Why is clustering important in ll...
16  cards
ML: Neural Networks
What is an mlp 1,
How do you decide the number of l...,
Why are nonlinear activation func...
27  cards
ML: Transformers
Why were transformers introduced 1,
How do transformers achieve paral...,
What are the main limitations of ...
55  cards
ML: Trees
What is a decision tree 1,
What are the two main types of de...,
What is a random forest 3
30  cards
CBA DS
Explain the evolution from cnns t...,
How does bagging reduce variance 2,
What is bootstrapping in the cont...
23  cards
Stats
What is the central limit theorem...,
Explain type i and type ii errors...,
Explain bayes theorem and its com...
20  cards
ML: Agents
What defines an agentic ai system...,
Explain the react framework 2,
What are the core components of a...
21  cards
ML: MLOps
What is the difference between da...,
What is continuous training ct in...,
What is a feature store and why i...
10  cards

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