Eddie Bergman

Looks cool, no idea to find out what it is

1

A little extra in the README along with some functionality provided would be nice to get an idea :)

Import error using `Python 3.10`

1

**Describe the bug** CC: @mfeurer When using `python 3.10`, pip says that `daal4py` version `daal4py-2021.5.3-py39-none-manylinux1_x86_64.whl` gets downloaded, the incorrect `py` version. This causes an import error [here](https://github.com/intel/scikit-learn-intelex/blob/master/daal4py/__init__.py#L30). This came about...

AttributeError: 'LinearSVC' object has no attribute 'predict_proba'

1

Hi, I'm using TPOT as part of a paper benchmarking autoML tools and MCS tools (DESlib). I've run into an issue where a pipeline exposes `predict_proba` as a method but...

Update a component

6

The components part of our codebase was written sometime ago, with older sklearn versions and before python typing was production ready. In general, some of these files need to be...

This is a pretty big PR aimed at doing a simple thing, remove `estimators.py` and `automl.py` from the mypy ignore list. In Progress, notes on changes are TODO. I'll resolve...

Dask has stopped support for 3.7

3

Maybe it's time we do too? * https://github.com/dask/distributed/blob/b59a322756a125540c912522f6769eb3cb18b807/setup.py#L35 --- Brings in nice typing things, walrus operators `:=`, `f"{value=}"` debug strings if we do :)

`predict_proba` in classifier estimators is doing needless assertions

7

https://github.com/automl/auto-sklearn/blob/5e21e9cbd405eaef47b5e5d68cf092254ccffb51/autosklearn/estimators.py#L1453-L1465 There's a lot of assertion checking to do here which can really eat into inference time. While the checks are helpful, they seem like they should really be enforced...

Improve some code coverage

6

This is an ongoing issue we need to work on or would gladly accept contributions for anyone looking to get some experience with testing open-source. * We have some guaranteed...

Update requirements for SMAC, ConfigSpace, scikit-learn

1

* Closes #1509 * Closes #1334 Issues --- * The names of some the losses changed, for example with `SGDClassifier`. Changing things to there new values break things for 3.7...

Code intrsospection into autosklearn components

1

This is a first draft in an attempt to address #1429. Redone to get clean history after rebasing. Sample output: ```python from autosklearn.info import classifiers name, info = next(iter(classifiers().items())) print(name)...