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p16i / algo.md
Last active April 6, 2020 13:52

UKB Training and Hyperparameter Optimization

# Step 1: Spliting Training and Test Sets
training_set, test_set = train_test_split(UKB, test_size=0.3, stratify=True, random_seed=42)

# Step 2 (Outer Loop): Hyperparameter optimization with 20 iterations
for i in 20:
  hyperparameters = ChooseHyperParameters(...)
,ข้อมูลอัปเดต เมื่อ 01/04/2020 18:25
จำนวนคนที่ถูกตรวจและมีผลบวกเพิ่มเติม,120
จำนวนผู้ป่วยที่เสียชีวิตในวันนี้,2
{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "Stats-W6-Hypothesis-Testing",
"provenance": [],
"collapsed_sections": []
},
"kernelspec": {

experiment counts

beta=1e-03

  • M=01::beta=1e-03::strategy=oneshot 5
  • M=01::beta=1e-03::strategy=seq/d:10|e:1 5
  • M=01::beta=1e-03::strategy=seq/d:20|e:1 5
  • M=01::beta=1e-03::strategy=seq/d:5|e:1 5
  • M=03::beta=1e-03::strategy=oneshot 5
  • M=03::beta=1e-03::strategy=seq/d:10|e:1 5
  • M=03::beta=1e-03::strategy=seq/d:20|e:1 5
  • M=03::beta=1e-03::strategy=seq/d:5|e:1 5

experiment counts

beta=1e-03

M=01::beta=1e-03::strategy=oneshot 5 M=01::beta=1e-03::strategy=seq/d:10|e:1 5 M=01::beta=1e-03::strategy=seq/d:20|e:1 5 M=01::beta=1e-03::strategy=seq/d:5|e:1 5 M=03::beta=1e-03::strategy=oneshot 5 M=03::beta=1e-03::strategy=seq/d:10|e:1 5 M=03::beta=1e-03::strategy=seq/d:20|e:1 5 M=03::beta=1e-03::strategy=seq/d:5|e:1 5

experiment counts

beta=1e-03

M=01::beta=1e-03::strategy=oneshot 5 M=01::beta=1e-03::strategy=seq/d:10|e:1 5 M=01::beta=1e-03::strategy=seq/d:20|e:1 5 M=01::beta=1e-03::strategy=seq/d:5|e:1 5 M=03::beta=1e-03::strategy=oneshot 5 M=03::beta=1e-03::strategy=seq/d:10|e:1 5 M=03::beta=1e-03::strategy=seq/d:20|e:1 5 M=03::beta=1e-03::strategy=seq/d:5|e:1 5

''''
This is the code provided in the VIB paper for the MNIST example
This produces ...
191: IZY=3.21 IZX=22.02 acc=0.9841 avg_acc=0.9888 err=0.0159 avg_err=0.0112
192: IZY=3.20 IZX=22.57 acc=0.9834 avg_acc=0.9884 err=0.0166 avg_err=0.0116
193: IZY=3.22 IZX=22.54 acc=0.9836 avg_acc=0.9887 err=0.0164 avg_err=0.0113
194: IZY=3.21 IZX=21.95 acc=0.9827 avg_acc=0.9884 err=0.0173 avg_err=0.0116
195: IZY=3.19 IZX=22.25 acc=0.9827 avg_acc=0.9886 err=0.0173 avg_err=0.0114
196: IZY=3.21 IZX=22.34 acc=0.9841 avg_acc=0.9886 err=0.0159 avg_err=0.0114
197: IZY=3.21 IZX=22.54 acc=0.9831 avg_acc=0.9883 err=0.0169 avg_err=0.0117
  • I think == should be =.