Add notebook to show Fineweb ensemble (#536)

* Add notebook to show fineweb ensemble

Signed-off-by: Vibhu Jawa <[email protected]>

* Update tutorials/distributed_data_classification/fineweb-edu-ensebmle-classification.ipynb

Co-authored-by: Sarah Yurick <[email protected]>
Signed-off-by: Vibhu Jawa <[email protected]>

* Update tutorials/distributed_data_classification/fineweb-edu-ensebmle-classification.ipynb

Co-authored-by: Sarah Yurick <[email protected]>
Signed-off-by: Vibhu Jawa <[email protected]>

* Update tutorials/distributed_data_classification/fineweb-edu-ensebmle-classification.ipynb

Co-authored-by: Sarah Yurick <[email protected]>
Signed-off-by: Vibhu Jawa <[email protected]>

* Fix .head() calls based on Sarah's feedback

Signed-off-by: Vibhu Jawa <[email protected]>

* Address Ryan's feedback and add notes

Signed-off-by: Vibhu Jawa <[email protected]>

* Fix minor typos

Signed-off-by: Vibhu Jawa <[email protected]>

* Fix Typo and add Quality Classifier Fast Text object

Signed-off-by: Vibhu Jawa <[email protected]>

* Fix type hint

Signed-off-by: Vibhu Jawa <[email protected]>

* Update tutorials/distributed_data_classification/fineweb-edu-ensemble-classification.ipynb

Co-authored-by: Sarah Yurick <[email protected]>
Signed-off-by: Vibhu Jawa <[email protected]>

* Update tutorials/distributed_data_classification/fineweb-edu-ensemble-classification.ipynb

Co-authored-by: Sarah Yurick <[email protected]>
Signed-off-by: Vibhu Jawa <[email protected]>

* Update tutorials/distributed_data_classification/fineweb-edu-ensemble-classification.ipynb

Co-authored-by: Sarah Yurick <[email protected]>
Signed-off-by: Vibhu Jawa <[email protected]>

* Update tutorials/distributed_data_classification/fineweb-edu-ensemble-classification.ipynb

Co-authored-by: Sarah Yurick <[email protected]>
Signed-off-by: Vibhu Jawa <[email protected]>

* Link the right classifiers

Signed-off-by: Vibhu Jawa <[email protected]>

* Update tutorials/distributed_data_classification/fineweb-edu-ensemble-classification.ipynb

Co-authored-by: Sarah Yurick <[email protected]>
Signed-off-by: Vibhu Jawa <[email protected]>

---------

Signed-off-by: Vibhu Jawa <[email protected]>
Signed-off-by: Vibhu Jawa <[email protected]>
Co-authored-by: Sarah Yurick <[email protected]>