LH/LM-NC
Neural Computation
Linear modelsGradient descentMultilayer perceptronsBackpropagationCNNsRegularisationSequence modelsLanguage modelsGenerative models
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31 questions from 12 papers. See which topics come up in which years.
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| Topic | 2022-23 | 2023-24 | 2024-25 | Week 1 | Week 2 | Week 3 | Week 4 | Week 5 | Week 6 | Week 7 | Week 8 | Week 9 | All |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Linear models | 2 | 3 | 3 | 2 | 10 | ||||||||
| Gradient descent | 2 | 1 | 1 | 2 | 1 | 7 | |||||||
| Multilayer perceptrons | 1 | 1 | |||||||||||
| Backpropagation | 1 | 1 | 2 | 1 | 5 | ||||||||
| CNNs | 1 | 1 | 2 | 2 | 2 | 1 | 9 | ||||||
| Regularisation | 1 | 1 | 1 | 3 | |||||||||
| Sequence models | 2 | 1 | 3 | ||||||||||
| Language models | 1 | 2 | 3 | ||||||||||
| Generative models | 1 | 1 | 1 | 1 | 3 | 2 | 9 | ||||||
| All questions | 3 | 3 | 3 | 4 | 3 | 2 | 2 | 2 | 2 | 3 | 2 | 2 | 31 |
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