scikit-learn

We should sort imports with isort to keep the import section clean

In this docs https://github.com/dask/dask/blob/main/docs/source/dataframe-groupby.rst we are using df in some places for pandas dataframes and in other palces for dask dataframes. There is also mention to ddf and df_dask.

For example:

df (pandas):

>>> df = pd.DataFrame({
...   'a': ['a', 'b', 'a', 'a', 'b'],
...   'b': [0, 1, 0, 2, 5],
... })
>>> ddf = dd.from_pandas(d

The program throws an error at runtime, how can this error be solved?

[ERROR] [2022-06-27 14:13:51,391:asyncio.events] 
Traceback (most recent call last):
  File "/home/xumaoyuan/.virtualenvs/lib/python3.8/site-packages/distributed/utils.py", line 761, in wrapper
    return await func(*args, **kwargs)
  File "/home/xumaoyuan/.virtualenvs/lib/python3.8/site-packages/distributed/clie

In the check_schema_version utility function, there is custom code to determine whether saved schema versions are older or newer than the current schema version. This comparison could likely be simplified significantly by using the packaging library performing the version comparison instead of the custom code.

Current code:

        current = SCHEMA_VERSION.split(".")
        saved = ve

Is your feature request related to a problem? Please describe.

It is useful to record the time estimators take to fit to help with algorithm comparison. We do this in clustering and classification base class, it would be nice to store transform time in the BaseTransformer class

Describe the solution you'd like
a class variable, e.g. transform_time, that is initialised in reset and c

Yes

Add PECOS model to TabularPredictor.

If you'd like to work on this, please respond to this GitHub issue.

It is recommended to follow the custom model tutorial for implementing the model into AutoGluon.

readthedocs analytics says that we have several search results that yield little or no useful results. Let's improvethose:

• gpu (only 2 results): make sure that explanation of device parameter mentions gpu as well
• gridsearch (0 results): make sure to include the term gridsearch in the meta data of

Hello everyone,

First of all, I want to take a moment to thank all contributors and people who supported this project in any way ;) you are awesome!

If you like the project and have any interest in contributing/maintaining it, you can contact me here or send me a msg privately:

• Email: [email protected]

PS: You need to be familiar with python and machine learning