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Advanced Machine Learning

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

By: Niko Dice
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Decks in this class (15)

Topic 1: Introductions – Organisation & ML Basics
What is ai ml and deep learning 1,
Why is a probabilistic approach u...,
What is supervised learning 3
15  cards
Topic 2: Decision & Information Theory Basics
What is the uncertainty with the ...,
What is the core idea of bayesian...,
What is bayesian decision theory 3
19  cards
Topic 3: Deep Learning Basics & Optimisation & CNNs
What is a multi layer perceptron ...,
Why are activation functions impo...,
What are common activation functi...
27  cards
Topic 4: Sequence Learning with RNNs
What distinguishes sequence learn...,
What are five common input output...,
What core mechanism allows rnns t...
20  cards
Topic 5: Regularisation & Hyperoptimisation
What are the three dataset partit...,
Explain the concepts of underfitt...,
What is early stopping how is it ...
16  cards
Topic 6: Representation Learning
What are latent factors 1,
What are latent spaces 2,
What are latent variables 2
25  cards
Topic 7: Advanced Sequence Learning with Transformers
What is attention 1,
What are some attention mechanism...,
What are transformers 3
26  cards
Topic 8: Transfer Learning & Autoregressive LLMs
What are common data limitations ...,
How do we overcome the data limit...,
What is the effect of data augmen...
21  cards
Topic 9: Variational Generative Models
What is encoding pca and fa and l...,
What is clustering by partioning 2,
What is k means clustering 2
27  cards
Topic 10: Generative Adversarial & Diffusion Learning
What is an adversarial attack 1,
What is a generative adversarial ...,
Describe the training procedure f...
18  cards
Topic 11: Mechanistic Interpretability
What is interpretability and expl...,
How do neural networks take short...,
What is supervision collapse 3
23  cards
Topic 12: Geometric Deep Learning
What is a graph 1,
What is a euclidean graph and an ...,
Describe data from a graph perspe...
25  cards
Topic 13: Graph Neural Networks
Is real world data often euclidean 1,
Name the 3 geometric priors 2,
Name some architectures that foll...
22  cards
PROJECT
Why you have chosen resnet 50 and...,
What were the results from yor pr...,
What is the intuition for the suc...
15  cards

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Advanced Machine Learning

  • Class purpose General learning

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