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Commit 314a5b8c authored by ARIGUIB Boshra's avatar ARIGUIB Boshra
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Added notes from 1st meeting

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# ML Project - Operator Decision
## 1st Meeting
TODO:
- Read data
- Read report from student
- Reproduce the MLP model on our own
- Check the statistical model (methods used for the first classification) -> see paper
- Check other paper for methods for false alarm detection (See project proposal)
Additional notes:
- we use features calculated from data rather than fill data with 0 when we have different resolutions (better performance)
- option for later: add own features
- database: only alarms -> classified as good/bad
- data unit: the full profile -> reject/accept the whole profile as bad/good
- use Pytorch
- Meeting One day/week -> 16h friday 12.04
- problem with database : not large
- careful by splitting -> require class balance (reduces number of data used)
- depending on splitting -> different performance
- solutions: replicate database, class balance (but for now just implement it like this)
- historical data -> from boyes; what about the other datasets ?
- in-situ -> field study
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