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Advanced machine learning

This class was created by Brainscape user Regitze Sydendal. Visit their profile to learn more about the creator.

By: Regitze Sydendal
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Decks in this class (13)

Week 1: Introductions – Organisation & ML Basics
Describe unsupervised semi superv...,
Define what is the goal when doin...,
What is regression 3
12  cards
Week 2: Decision & Information Theory Basics
What is meant by a probabilistic ...,
Explain and write out bayes theorm 2,
What is mle 3
16  cards
Week 3: Deep Learning Basics & Optimisation
What is backpropagation and why i...,
What are vanishing and exploding ...,
Is deep learning success just abo...
11  cards
Week 4: Sequence Learning with RNNs
What is difference between one to...,
Explain step by step how a recurr...,
What is one to many architecture ...
14  cards
Week 5: Regularisation & Hyperoptimisation
Describe l1 regularization and ex...,
Describe l2 regularization and ex...,
How does regularization improve g...
9  cards
Week 6: Representation Learning
What is a latent component 1,
What is the curse of dimensionali...,
What is transformation by regress...
16  cards
Week 7: Advanced Sequence Learning with Transformers
How do 1d cnns work for sequence ...,
What is a problem with many to ma...,
What is the attention mechanism a...
17  cards
Week 8: Transfer Learning & Autoregressive LLMs
What are the main solutions to da...,
What is data augmentation and wha...,
What is the long tail problem in ...
15  cards
Week 9: Variational Generative Models
What is the difference between va...,
What would happen if we where to ...,
Q how does the density dimensiona...
13  cards
Week 10: Generative Adversarial & Diffusion Learning
What are gans and how do they work 1,
Describe the step by step trainin...,
Why is gan training difficult and...
9  cards
Week 11: Mechanistic Interpretability & Explainability
What is the difference between in...,
Why is interpretability important...,
What are the three main categorie...
7  cards
Week 12: Geometric Deep Learning
What is the key idea to geometric...,
Describe the first geometric prior 2,
Describe the second geometric pri...
4  cards
Week 13: Graph Neural Networks
Shortly describe what is a gnn 1,
What are the three main types of ...,
What are the three geometric prio...
6  cards

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Advanced machine learning

  • Class purpose General learning

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