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Python recommendation toolkit

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Need to add Numba 0.56 to the support matrix. Dependencies: - lenskit/csr#35

dependencies

The manual is largely organized by feature. We should provide pointers to make it easy to find how to do specific things, such as measure the popularity (#316) of a...

docs

It would be useful to add an intra-list similarity metric for computing diversity to LensKit. As with #316, this metric will need additional data (the item vectors). Other metrics can...

evaluation

It would be useful to add popularity metrics to LensKit, based on measures in the existing literature. Candidates: - popularity rank - popularity (# of ratings) - log popularity -...

evaluation

neither pip or conda work to install the lenskit-implicit wrappers .... or at least I couldn't get them to work (wanted to compare BPR and implicit ALS)

We should split our parallel processing code out of LensKit and into a separate package, so LensKit doesn't carry around as much non-recommendation code.

It works well to use scikit-optimize to tune hyperparameters for LensKit algorithms. Now that Michael has it working, we need to add it to LensKit. - [ ] Dcoumentation on...

It would be nice to have mean similarity, instead of sum of similarities, as a scoring option for item-item, to de-emphasize popular items in implicit item-item.

components

Right now the item-item CF implementation combines both item-item k-NN, and computing the k-NN matrix from rating matrix rows (collaborative filtering). There is no reason these have to be tied...

components

We should add a bridge to [LightFM](https://github.com/lyst/lightfm).

components