lmassaron / deep_learning_for_tabular_data

A presention of core concepts and a data generator making easier using tabular data with TensorFlow and Keras
41 stars 11 forks source link

Deep learning for tabular data

Deep Learning can be used also for predictions based on tabular data, the data you most commonly find in databases and in tables. During the presentation session of this workshop it is discussed about how such an approach works and how it is competitive in respect of more popular machine learning algorithms such as gradient boosting. The workshop itself demonstrates how to achieve good results using TensorFlow, it high level API, Keras, integrated with more classical approaches based on Scikit-learn and Pandas.

Workshop code on Colab:

Open in Colab

Follow the tutorial on Youtube (GDG Venezia 2019)

GDG Venezia 2019

https://www.youtube.com/watch?v=nQgUt_uADSE&t=1533s