Things on this page are fragmentary and immature notes/thoughts of the author. Please read with your own judgement!

torchvision has implementation of popular deep learning models for computer vision.

ResNet-50

ResNet-50 is a 50-layer Residual Neural Network.

ResNet 101

ResNet-101 is a 101-layer Residual Neural Network.

ResNet 152

ResNet-152 …

** Things on this page are fragmentary and immature notes/thoughts of the author. Please read with your own judgement!

** Please refer to the Interpretations section of the wiki page Deep Learning.

https://github.com/slundberg/shap#methods-unified-by-shap

https://arxiv.org/pdf/1802.03888.pdf

https://github.com/slundberg/shap

References …

Things on this page are fragmentary and immature notes/thoughts of the author. Please read with your own judgement!

XGBoost

http://www.legendu.net/misc/blog/use-xgboost-with-spark/

LightGBM

http://www.legendu.net/misc/blog/use-lightgbm-with-spark/

BigDL

MMLSpark

Apache Ray

You can run Apache Ray on top of Spark via analytics-zoo …

Things on this page are fragmentary and immature notes/thoughts of the author. Please read with your own judgement!

Centroid-based Clustering

• K-means Clustering

• K-medians Clustering

• K-mediods Clustering

Hierarchical Clustering

• Agglomerative Hierarchical Clustering

• Divisive Hierarchical Clustering

Partional Clustering

Things on this page are fragmentary and immature notes/thoughts of the author. Please read with your own judgement!

Accuracy

Precision/Recall

F1

Matthrews Correlation Coefficient (MCC)

ROC/AUC

Mean Absolute Error (MAE)

Mean Squared Error (MSE)

Root-mean-square Error (RMSE)

Things on this page are fragmentary and immature notes/thoughts of the author. Please read with your own judgement!

References

https://cloud.google.com/tpu/docs/tutorials/resnet-alpha-py

https://cloud.google.com/tpu/docs/tutorials

https://towardsdatascience.com/running-pytorch-on-tpu-a-bag-of-tricks-b6d0130bddd4