update README and TODO

NicolasHug · Dec 26, 2016 · daf6677 · daf6677
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diff --git a/README.md b/README.md
@@ -196,6 +196,7 @@ If you'd like to see some features or algorithms implemented in
 ideas are:
 
 - Non negative matrix factorization
+- Bayesian PMF
 - RBM for CF
 
 Please feel free to contribute and send pull requests!
diff --git a/TODO.md b/TODO.md
@@ -1,17 +1,25 @@
 TODO
 ====
 
+* Better document SlopeOne and CoClustering algorithms.
+* Make coclustering fully complient with paper's prediction
+* Make cleaner paper citations
+* Check out the yelp dataset
+* See if we could compute similarity on the fly (see issue #3)
+* use `expanduser` in all examples
+* correct note on raw/inner ids (strings or whaterver)
+
 Maybe, Maybe not
 ----------------
 
 * allow a back up algorithm  when prediction is impossible. Right now it's just
   the mean rating that is predicted. Maybe user would want to choose it.
-* Allow a 'biased' option in the SVD algo. If true, use baselines, if False,
-  don't. It should be pretty easy to do.
 
 Done:
 -----
 
+* Allow a 'biased' option in the SVD algo. If true, use baselines, if False,
+  don't. It should be pretty easy to do.
 * create option in __main__ to clean the .recsys directory. Actually, the
   __main__ module should be entirely reviewed.
 * when dumping, we should dump all the algorithm parameter. Use __dict__ ?