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Does anyone know what are the pros and cons between this and “online learning” ?
by maxisme 9y ago
Does anyone know what are the pros and cons between this and “online learning” ?
- mattkrause 9y agoThey are difficult to compare because they are intended to solve different problems. Typical learning algorithms have access to the entire, pre-labeled training set, which they can repeatedly iterate over. Online learners are still trained using a completely-labeled data set, but they cannot access the entire data set at once. Instead, examples arrive one at a time and cannot be saved or replayed. In active learning, the labeled data can be processed in batches, but the learner either has access to additional unlabeled data or can generate new examples itself. During training, it can request that some of these examples be labeled. Imagine asking a teacher for help. Online learning makes sense when you have so much data that you cannot possibly store it all; active learning makes sense when you have less labeled data and the labeling step is expensive.
- maxisme 9y agoSorry I have only just seen this. What a fantastic answer, thank you so much I completely get it now.
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