作者：Jason Brownlee
来源：http://machinelearningmastery.com/
原文链接：How To Improve Deep Learning Performance

[1] Improve Performance With Data.

1. Get More Data.
2. Invent More Data.
3. Rescale Your Data.
4. Transform Your Data.
5. Feature Selection.

[2] Improve Performance With Algorithms.

1. Spot-Check Algorithms.
2. Steal From Literature.
3. Resampling Methods.

[3] Improve Performance With Algorithm Tuning.

1. Diagnostics.
2. Weight Initialization.
3. Learning Rate.
4. Activation Functions.
5. Network Topology.
6. Batches and Epochs.
7. Regularization.
8. Optimization and Loss.
9. Early Stopping.

[4] Improve Performance With Ensembles.

1. Combine Models.
2. Combine Views.
3. Stacking.