deeplearning_fan

Focus of this repository

Developing and comparing variational inference based deep learning methods for the purpose of multiple datasets integration

• Variational auto-encoder, Hyperspherical variational auto-encoders, VampPrior variational auto-encoder

• Multi-CCA (canonical correlation analysis), Deep CCA, Deep variational CCA

Applying the developed methods to resovle the heterogeneity in large-scale immune and stroma cells. For example, single-cell RNA-seq.

Relevant Resouces

Most of the knowledge that I am learning are from

• Keras: https://github.com/keras-team/keras

• François Chollet: Author of Keras

• Wang, Weiran: Machine Learning Scientist, Amazon Alexa

• Jeremy Jordan: https://www.jeremyjordan.me/