Multi-Output Text Classification with Machine Learning Python

In this tutorial we will be exploring multi-output/multi-target text classification using Scikit-Learn and Python.
💻 Code:github.com/Jch...
📝 Written Tutorial: www.blog.jchar...
📺 Become a Patron: / jcharistech
🎓=== Check out these Awesome Data Science Courses!===🎓
🧑🏻‍🔧 Building ML Web Apps:www.udemy.com/...
🧑🏻‍🎓 Learn Streamlit: www.udemy.com/...
🧑‍🎓BioInformatics in Python:www.udemy.com/...
🤵🏻 Go4DataScience & Go For NLP(Udemy): www.udemy.com/...
🧑🏻‍🔧 Machine Learning in Python:www.udemy.com/...
⏲️===TimeStamps===⏲️
0:01 Intro
01:20 Multi-Output vs Multi-Label
03:00 Data Prep
05:00 Class Distribution
09:40 Features & Labels
11:10 Building ML Pipeline
12:30 Using Multi-Output Classifier
14:10 Making Prediction
17:50 Using ML Estimators with Multi-Output Support
19:30 Conclusion
If you liked the video don't forget to leave a like 👍 or subscribe ❤️.
⚡ If you need any help just message me in the comments, you never know it might help someone else too. ⚡
JCharisTech
Support the Channel: Become a Patreon
📺 Become a Patron: / jcharistech
◾◾◾Get The Data Science Prime App◾◾◾
@ Playstore : bit.ly/2LArYQu
◾◾◾ Need Your Dataset Cleaned check out this gig ◾◾◾
www.fiverr.com...
Follow
💻 / jcharistech
🌎 Website: jcharistech.com
📂 GitHub: github.com/Jch...
📱 Twitter: / jcharistech
📝 Blog: blog.jchariste...
📺 Patreon: / jcharistech
🌐 WP: jcharistech.wo...
🏫 Course: jcharistech-ins...

[@sughosh100]

Excellent video! Thanks a lot for sharing this! I appreciate the clear and concise explanation.

[@richsajdak]

Great tutorial. I was looking for a way to do multi-output.

[@BiranchiNarayanNayak]

Excellent Tutorial. Loved it.

[@JCharisTech]

Glad you liked it!

[@joychristy7328]

Very nice work!

[@wahyuaji3272]

Thank you for your tutorial, the tutorial about multi output text classification, would you update the model using latest NLP model such as BERT or GRU? I want to try using that model but I don't know how to start

[@MuhammadRozySyahputra]

is it necessary to change multiclass-multioutput to number?
for example: TV-MA = 0, TV-14 = 1, TV-PG = 2, R = 3 and so on..

[@dsottimano]

THANK YOU SO MUCH!

[@JCharisTech]

Glad it was helpful

[@JeN-iy8rq]

movie rating is multi-class (has more than two class) but movie type is binary class (just two class). is it a multioutput multiclass problem?

[@afsheenmaroof6209]

How can we print its classification report

[@arjun8883]

I am getting bad shape error in pipe_lr.fit(x_train,y_train) statement. What should I do?

[@sushmithajanapati7785]

Does smote algorithm support multi output classification ?

[@Tabvincoholic]

If I want prediction for multiple input through excel in respective column, how it is possible, anyidea is appreciated

[@mohammedfadel1405]

Hi
What is the difference between multilabel and multi output?

[@pratyushbehere3580]

Nice tutorial. Any way to increase the accuracy in this case besides changing the model (from LR to something else) ?

[@JCharisTech]

Thanks a lot Behere, yes you can via hyperparam tuning or adding more data. I hope this helps

[@nik4321las]

More features (so Inputs into X). So using the description aswell and even the number of words in the title. And (if you could get your hands on it) also things like the year it came out or stuff like that. :)

[@BravinWasike]

This is a really great tutorial, I have learned a lot. Where can I find the code for this tutorial? Kindly share the link.

[@JCharisTech]

Thanks Bravin, The code is github.com/Jcharis/Python-Machine-Learning/tree/master/MultiOutput_Text_Classification_with_ScikitLearn
Hope this helps

[@BravinWasike]

@@JCharisTech This helps, thanks

[@debojitmandal8670]

OK HOW DO I GET MULTI LABEL CLASSIFICATION MEANING I DONT WANT A SINGLE MULTI CLASS CLASSIFICATION I WANT ALL TO BE MULTI LABEL MEANING IT SHOUDL BE GIVE ME MULTI LABEL CLASSIFICATION i.e TELLING me best 2 or 3 possible categories

[@AmamouNour]

are you searching for a tool for this task ?