Machine Learning with PyCaret and Python

In this tutorial we will explore PyCaret - a simple low-code machine learning library.

==Outline==
1:37 Workflow
2:17 Fetching Dataset
2:37 Installing PyCaret
3:18 Uploading Dataset to Colab
10:04 Explore PyCaret Submodules
13:09 Setup()
16:53 Compare models
20:33 Create Model
23:58 Tune Model
26:33 Optimize Model
27:24 Evaluate Model
28:10 Plot model
32:45 Save Model
35:02 Interpret Model
36:03 Finalize Model
36:30 Prediction
38:30 Recap

==Installation==
pip install pycaret

==Written Tutorial and Code==

==Github==

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If you need any help just message me in the comments, you never know it might help someone else too.
J-Secur1ty JCharisTech
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[shwetaredkar]

The best video. Thanks a lot for getting this tutorial to all of us.Where were you hiding on YouTube that i couldn't find your videos anytime.

[manishshinde]

This was a beautiful tutorial Jesse.. You covered almost everything. I didn't know there's an option on Collab for upload.. I'll definitely explore Collab with pycaret.
Some topics we would like to see-
1) Pycaret + streamlt on some financial domain problem.. may be outlier detection ( Moez has already written some blog around it but your videos make it easy)
2) small tutorial on how to use Google collab
3) NLP streamlit app with pycaret
4) Any limitations that you found in pycaret

Also give me shout out in the end of video if you find my inputs helpful✌️😜
Love from India 🇮🇳🇮🇳

[bmwparty-sj]

Always learn and know new techniquein this channel

[ymtv_]

Can I depend on only Pycaret as a beginner who would wanna learn data analysis. I also like manipulating data with dfply library than pandas because its simplicity just like dplyr package in R. I hope those are sufficient for a junior data analysis position

[aboudezoa]

This is very neat and nice ! . Can you make pycaret & streamlit tutorial?

[xela]

the plot_model() function uses the training set and the validation set to check the performance of the te model or instead it uses de test set ?. In the documentation it says that it returns a plot based on the test set but I always read in post that the test set it never used until the predict_model(). Im a bit confused. Can you help me out. thanks

[jorge]

How plot the AUC curve for testing data (hold-out set)?. Regards

[mitrabhanuroutkali]

I was talking about this one .build model here deploy it in steamlite

[poohwittaneerat]

where to down load file to use in video