AutoML (Automated Machine Learning) Tutorial in Python: Auto-SKLearn Regression & Classification

[@GregHogg]

Take my courses at mlnow.ai/!

[@snim9515]

Where is the link to the dataset?

[@XinyueDing]

Thanks for making this great video! Your illustration is very clear and easy to follow, really helps me a lot to get started with automl!

[@kooffrehessien2720]

I tried doing pip install auto-sklearn in my jupyter notebook but it’s not installing. Giving a long error. From my research I saw that I’m suppose to install Ubuntu but I can rack my brain round that. Please do you have a link on how to install this in Jupyter

[@moritzwinklmair1983]

autosklearn 0.15.0 not compatible to the current numpy version. I always get errors in colab cause of incompatible versions of numpy, sklearn, autosklearn. Any ideas how to solve that??

[@senna_william]

I put it on my playlist to watch later!

[@GregHogg]

Great to hear William!

[@huytranvan2754]

Awesome video, just what I need. Thanks Greg!

[@farhanmarwatify]

greg nice video and nice explanation, please keep it going.

[@GregHogg]

Thanks so much Farhan! :)

[@techspan101]

NOthing looks or feels like 'Auto'ML here.😜its more torture than normal humble sklearn.

[@agracian1]

!pip install auto-sklearn doesn't seem to work in Colab anymore."error: subprocess-exited-with-error"

[@GregHogg]

Dang

[@tamassajti5017]

in oct 2024 also

[@techspan101]

we are writing more code in autoML. so whats the advantage? what is the fun?

[@tayjen59]

Very useful video. Thanks man

[@GregHogg]

Thanks so much for the kind words!!

[@AlvinRyellPrada]

I am new to Data Science and Machine Learning world~ English is my secondary language but I am glad that I can follow thru with your instructions! :) hopefully you could cover AUTO-ML in PowerBI too :)

[@GregHogg]

Awesome! :) And PowerBI isn't exactly a machine learning tool, unless they have evolved it considerably over time

[@JanBadertscher]

powerbi can run R and python within a dataset. nothing much to explain there. you have to know powerbi plus python (or R)

[@pgp8390]

Thank you for the video. Is there any way to use AutoML for classification of time series? Or if each element of the time series is made a feature that would be enough? The algorithm wouldn’t know that they are “ordered” but since they are individual features anyway, they will be considered separately and that’s enough?

[@GregHogg]

There would be some assumptions you'd have to make that might be violated, but it's certainly possible as is. I think PyCaret has some specifically for time series?

[@NoorAmer-k9h]

Great explaination

[@BBBBBBAAAl]

thank you once again, a very nice video. Are you familiar with some autoML libraries for time series?

[@GregHogg]

Not really, I should look into that! But pycaret I would guess

[@farhanmarwatify]

once question, why these days Jupiter notebook is getting popular as compared to pycharm etc?

[@GregHogg]

Because they are awesome :)

[@TS-fp5xg]

it only works in python 3.7

[@keshawnsmith320]

Is that windows or Linux?

[@GregHogg]

This was on colab which is linux

[@keshawnsmith320]

@@GregHogg gotcha so on your personal rig you use a Linux distro?

[@GregHogg]

@@keshawnsmith320 no I use Windows, this was colab

[@ludwigb6334]

Hey, a more complex example in script would have been more useful. Thank you anyways.

[@erikasalcedo5202]

tysm

[@GregHogg]

Welcome sm