resutls.txt

Amortized:
sigma = 7 for all
2 Layers 150 per layer
pca_eps=0.9
pca_delta=1
steps=200
Train acc = 0.85
Mal train acc = 0.66
Eval acc = 0.85
Mal eval acc = 0.66
Final eps = 1.1001
Final delt = 1.9116

pca_eps=0.99
pca_delta=1
steps=200
Train acc = 0.85
Mal train acc = 0.58
Eval acc = 0.85
Mal eval acc = 0.58
Final eps = 1.1755
Final delt = 1.9132

pca_eps=0.9999
pca_delta=1
steps=200
Train acc = 0.85
Mal train acc = 0.53
Eval acc = 0.85
Mal eval acc = 0.53
Final eps = 1.1839
Final delt = 1.9101

pca_eps=0.99999999
pca_delta=1
steps=200
Train acc = 0.86
Mal train acc = 0.70
Eval acc = 0.86
Mal eval acc = 0.70
Final eps = 1.1837
Final delt = 1.9086

2 Layers, 50 units per layer
--All the privacy
pca_eps=0.99999999
pca_delta=1
steps=200
Train acc = 0.81
Mal train acc = 0.05
Eval acc = 0.81
Mal eval acc = 0.05
Final eps = 1.1840
Final delt = 1.9116
--Low privacy now
pca_eps=0
pca_delta=0
steps=200
Train acc = 0.83
Mal train acc = 0.09
Eval acc = 0.82
Mal eval acc = 0.09
Final eps = 0.6288
Final delt = 0.90498
--No privacy now - sigma removed - still some though?
pca_eps=0
pca_delta=0
steps=200
Train acc = 0.83
Mal train acc = 0.13
Eval acc = 0.84
Mal eval acc = 0.13
Final eps = 0.6272
Final delt = 0.90347

--More removed! removed delta/sigma normal -- FULLY PRIVACY FREE

steps=200
Train acc = 0.86
Mal train acc = 0.09
Eval acc = 0.85
Mal eval acc = 0.09
Final eps = 0.6272
Final delt = 0.90347