Scikit-learn SGD vs RiverML #1194
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Can one replicate RiverML SGD online learning using scikit-learn SGD If so, how would one approach to formulating, to replicate similar online learning concept of RiverlML? |
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Hey there @numersoz. Yes, it's definitely possible to get the exact same results with scikit-learn and River. In fact, there are several unit tests which ensure this. Check them out here. We test linear regression, logistic regression, perceptron, L1 regu, mini-batching, etc. One downside of scikit-learn's implementation is that the number of features is static. You can't add or remove features between mini-batches. But maybe that's a problem for you. |
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Hey there @numersoz. Yes, it's definitely possible to get the exact same results with scikit-learn and River. In fact, there are several unit tests which ensure this. Check them out here. We test linear regression, logistic regression, perceptron, L1 regu, mini-batching, etc.
One downside of scikit-learn's implementation is that the number of features is static. You can't add or remove features between mini-batches. But maybe that's a problem for you.