Скачать или смотреть Using transformer based models for tabular data | Machine Learning for Tabular Data | Part 4

This video shows how to build and train transformer based models on a tabular data for a regression task. Specifically we train two transformer based architectures a) Tab Transformer and b) FT Transformer for our data.

This video is part 4 of tutorial series "Machine Learning for Tabular Data"

readthedocs : https://ai4adsorption.readthedocs.io/...
github : https://github.com/Sara-Iftikhar/ai4a...
paper : https://doi.org/10.1016/j.seppur.2023...
original transformer paper : https://arxiv.org/pdf/1706.03762.pdf
tab transformer and ft transformer paper : https://arxiv.org/pdf/2106.11959.pdf

Pre-requisites :
It is highly recommended that you watch following two videos before starting this course
1) managing environments and packages using anaconda
2) creating reproducible results with machine learning

Part 1 :    • Modeling Tabular data with machine learnin...  
Part 2 :    • How to compare performance of 40 machine l...  
Part 3 :    • How to use Artificial Neural Networks for ...  
Part 4 :    • Using transformer based models for tabular...  
part 5 :    • Optimizing hyperparameters of artificial n...  
part 6 :    • interpreting Artificial Neural Networks wi...  
part 7 :    • Interpreting ANN with Partial Dependence P...  
part 8 :    • Calculating permutation feature importance...