Create 2021-08-24.md

2021/2021-08-24.md

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+### Gael
+
+_Off this week_
+
+### Olivier
+
+- Follow-up PRs for feature names consistency checks in meta-estimators: linked at the bottom of [#1810](https://github.com/scikit-learn/scikit-learn/pull/18010)
+- Profiled [#20254](https://github.com/scikit-learn/scikit-learn/pull/20254) to understand the discrepancy with scikit-learn-intelex and found bugs in profilers (reported upstream)
+- Make viztracer work with joblib/loky: [#299](https://github.com/joblib/loky/pull/299)
+- Reading [Uncertainty in Gradient Boosting via Ensembles](https://arxiv.org/abs/2006.10562) pointed to me by Leo from Dataiku: need stochastic gradient boosting + `predict_dist` for regression?
+- Next: continue consistency checks
+- Next: resume work on MOOC
+- Next: resume work on proof of concept numba-dppy
+
+### Mathis
+- sklearn_benchmarks:
+  - Work on fixing reporting bugs and improve overall reporting
+  - Ensure deterministic results
+    - Issue with joblib Memory cache not hit
+  - Adapt benchmark script to run benchmarks with SLURM
+  - Run benchmarks on reference datasets using declarative pipeline specification
+
+### Julien
+
+_Off this week_
+
+### Jérémie
+
+_Off this month_
+
+### Guillaume
+
+_Off this week_
+
+### Loïc
+
+_Off this week_
+
+### Arturo
+
+- Continued working on the MOOC (finished Module 6).
+- Created issues [#439](https://github.com/INRIA/scikit-learn-mooc/issues/439), [#441](https://github.com/INRIA/scikit-learn-mooc/issues/441), [#442](https://github.com/INRIA/scikit-learn-mooc/issues/442) and [#443](https://github.com/INRIA/scikit-learn-mooc/issues/443), as well as PR [#440](https://github.com/INRIA/scikit-learn-mooc/pull/440)
+- Made notes (for myself) classifying notebooks depending on the data-set split and whether they use any scoring or not (will result in new issues coming soon)
+- Continued cross-linking forum posts with issues in GitHub and [Loïc's notes](https://notes.inria.fr/rgSzYtubR6uSOQIfY9Fpvw#) to find problematic questions and how to improve them (Issue [#432](https://github.com/INRIA/scikit-learn-mooc/issues/432))
+
+### TODO Next
+
+- Work on Loïc's notes (Olivier)
+- Resume PoC with numba-dppy (Olivier)
+- Create github issues out of forum posts and problematic quizzes (Arturo, Olivier?)