Featured Projects
DataFrame Summary Tool in Jupyter Notebook
Inspired by R summarytools package, I replicated a similar package in Jupyter Notebook.
- Check https://pypi.org/project/summarytools for installation & quick start.
- Check https://github.com/6chaoran/jupyter-summarytools for the source code.
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Implement DeepFM model using Keras
Wide and deep architect has been proven as one of deep learning applications combining memorization and generalization in areas such as search and recommendation. Google released its wide&deep learning in 2016.
- wide part: helps to memorize the past behavior for specific choice
- deep part: embed into low dimension, help to discover new user, product combinations
Later, on top of wide & deep learning, deepfm was developed combining DNN model and Factorization machines, to further address the interactions among the features.