Implement a project metric where a user can chose a metric(s) that they want to compare there models against. This should be shown when a user runs compare_models

https://github.com/Ashton-Sidhu/py-automl/blob/106a7f8482881be3e921c8987f58e5c809313f36/data-validation/datavalidation.py#L7-L9

This issue was generated by todo based on a TODO: comment in 106a7f8.

https://github.com/Ashton-Sidhu/py-automl/blob/b3c335d2b43a38a5839915c6f95dc2747799569a/cleaning/categorical.py#L6-L11

This issue was generated by todo based on a TODO: comment in b3c335d.

Investigate not using pathos and using native multiprocessing:

since i'm forming the function as a partial function, its an instance made at runtime as is a pyautoml.Model.function but needs to be pyautoml.modelling.model.Model.function instance

https://github.com/Ashton-Sidhu/py-automl/blob/3cd09a308f752020c5b39c1b544ed167e7f1f4d4/cleaning/numeric.py#L11-L14

This issue was generated by todo based on a TODO: comment in 3cd09a3.

https://github.com/Ashton-Sidhu/py-automl/blob/106a7f8482881be3e921c8987f58e5c809313f36/data-validation/datavalidation.py#L6-L9

This issue was generated by todo based on a TODO: comment in 106a7f8.

https://github.com/Ashton-Sidhu/py-automl/blob/88c0db66a7327485e389611c7c30ed7f0f8879e2/cleaning/numeric.py#L13-L18

This issue was generated by todo based on a TODO: comment in 88c0db6.

https://github.com/Ashton-Sidhu/py-automl/blob/098cc134f9b93cf00245c79dd8a0025e4a56e1cf/feature-extraction/text.py#L7-L10

This issue was generated by todo based on a TODO: comment in 098cc13.

Improve the time it takes to load the library.

Some are in Numpy, some are in Google and some are in this random format.

Describe the bug
I ran the command >aethos install-corpora to setup but got the below error.
'python3' is not recognized as an internal or external command,
operable program or batch file.
'python3' is not recognized as an internal or external command,
operable program or batch file.
'python3' is not recognized as an internal or external command,
operable program or batch file.

To Reproduce
Steps to reproduce the behavior:

1. Setup a new virtual environment on Windows 2
2. pip install aethos
3. pip install aethos[ptmodels]
4. aethos install-corpora (errors out as above)

Windows does not have python3 as a command and has python which can be used to execute python program.

Expected behavior
Installatoon of corpora packages.

Desktop (please complete the following information):

• OS: Windows 10
• Anaconda prompt cmd line execution
• python 3.8

https://github.com/Ashton-Sidhu/py-automl/blob/6cb876c00b2e39f31423c57527ef498525341077/cleaning/utils.py#L30-L33

This issue was generated by todo based on a TODO: comment in 6cb876c. It's been assigned to @Ashton-Sidhu because they committed the code.

https://github.com/Ashton-Sidhu/py-automl/blob/6ea81da3e50bb91e7a1e3c0ab1ac745fbe81b682/pyautoml/modelling/model.py#L133-L138

This issue was generated by todo based on a TODO comment in 6ea81da when #85 was merged. cc @Ashton-Sidhu.

https://github.com/Ashton-Sidhu/py-automl/blob/6f0395bb2f15a4af83993ed8b5a3824eee2dc3e6/cleaning/utils.py#L87-L90

This issue was generated by todo based on a TODO: comment in 6f0395b. It's been assigned to @Ashton-Sidhu because they committed the code.

Describe the bug
After I did 'pip install aethos', I tried to create a data science folder structure with 'aethos create'. I also just tried to import using 'import aethos as at' and both yielded the same error:

FileNotFoundError: [Errno 2] No such file or directory: '/home//.aethos/config.yml'

It seems that aethos is looking in the wrong place for the config file. Everything is stored in my Anaconda distro:

To Reproduce
Try either 'aethos create' or importing in Jupyter Notebook (I have Jupyter 6.0.1, if that matters).

Expected behavior
I didn't expect to receive an error. I wanted to work with this promising package.

Screenshots

Desktop (please complete the following information):

• OS: Linux pop-os 5.3.0-7625-generic
• Browser: Mozilla Firefox 72.0.1

Make it so that the dev and test set follow the same distribution.

Is your feature request related to a problem? Please describe.
I was referring to the installation documentation and I was not clear how to proceed once you execute aethos create. Also, documentation of what aethos create does is not very clear.

Describe the solution you'd like
Description of what aethos create command does so that it is clear for a user what to do next. Post execution of this command successfully, what is the next step that a user should do is again missing.

Describe alternatives you've considered
None

Additional context
None

Describe the bug
After I did 'pip install aethos', I attempted the following

1. creating DS folder structure with 'aethos create'
2. installing NLP corpora with 'aethos install-corpora,
3. Enabling extensions with 'aethos enable-extensions'

All yielded the same error message

OSError: dlopen(/usr/local/lib/python3.7/site-packages/lightgbm/lib_lightgbm.so, 6): Library not loaded: /usr/local/opt/libomp/lib/libomp.dylib
Referenced from: /usr/local/lib/python3.7/site-packages/lightgbm/lib_lightgbm.so
Reason: image not found

To Reproduce
try installing, creating or enabling aextensions
Expected behavior
I wasn't expecting any error.I wanted to follow your example that you posted on Medium

OS: MacOS
Browser: Safari/Chrome

For at home labs/on prem clusters

https://github.com/Ashton-Sidhu/py-automl/blob/25c48182719c29a0fc0888253b069c9b3230ce9f/report/report.py#L10-L15

This issue was generated by todo based on a TODO: comment in 25c4818 when #15 was merged.

https://github.com/Ashton-Sidhu/py-automl/blob/106a7f8482881be3e921c8987f58e5c809313f36/cleaning/numeric.py#L9-L14

This issue was generated by todo based on a TODO: comment in 106a7f8.

https://github.com/Ashton-Sidhu/py-automl/blob/88c0db66a7327485e389611c7c30ed7f0f8879e2/cleaning/numeric.py#L14-L19

This issue was generated by todo based on a TODO: comment in 88c0db6.

This allows us to pass one object from state to state.