diff --git a/downloads-generation/models_class1/hyperparameters.yaml b/downloads-generation/models_class1/hyperparameters.yaml
index fd23856c27a8f6ecbefa42839c114f2cec24ff32..9d38ad1af3f7c39b576e60e218fd9fb85eb4cd5f 100644
--- a/downloads-generation/models_class1/hyperparameters.yaml
+++ b/downloads-generation/models_class1/hyperparameters.yaml
@@ -42,7 +42,7 @@
 ],
 "activation": "relu",
 "output_activation": "sigmoid",
-"layer_sizes": [32],
+"layer_sizes": [16],
 "dense_layer_l1_regularization": 0.001,
 "batch_normalization": false,
 "dropout_probability": 0.0,
diff --git a/downloads-generation/models_class1_experiments1/GENERATE.sh b/downloads-generation/models_class1_experiments1/GENERATE.sh
index adc6ecda2ef3ffc946850f5264d0dc49f1a87a9e..6edd43488d2331a8b7d3b3a875b35942d2fe856c 100755
--- a/downloads-generation/models_class1_experiments1/GENERATE.sh
+++ b/downloads-generation/models_class1_experiments1/GENERATE.sh
@@ -40,7 +40,7 @@ time mhcflurry-class1-train-allele-specific-models \
     --allele $ALLELES 2>&1 | tee -a LOG.standard.txt &
 
 # Model variations on qualitative + quantitative
-for mod in 0local_noL1 0local 2local widelocal dense16 dense64 noL1 onehot embedding
+for mod in 0local_noL1 0local 2local widelocal dense8 dense32 noL1 onehot embedding
 do
     cp $SCRIPT_DIR/hyperparameters-${mod}.yaml .
     mkdir models-${mod}
diff --git a/downloads-generation/models_class1_experiments1/hyperparameters-0local.yaml b/downloads-generation/models_class1_experiments1/hyperparameters-0local.yaml
index 08f1525c66b26ba42706749114ca6d92fc46bd43..e39d96d6cdb7c2ff555294049bd6eb690692ef81 100644
--- a/downloads-generation/models_class1_experiments1/hyperparameters-0local.yaml
+++ b/downloads-generation/models_class1_experiments1/hyperparameters-0local.yaml
@@ -37,7 +37,7 @@
 "activation": "relu",
 "output_activation": "sigmoid",
 "layer_sizes": [
-    32
+    16
 ],
 "dense_layer_l1_regularization": 0.001,
 "batch_normalization": false,
diff --git a/downloads-generation/models_class1_experiments1/hyperparameters-0local_noL1.yaml b/downloads-generation/models_class1_experiments1/hyperparameters-0local_noL1.yaml
index 888713425597703b70726e89c61c196d469da5e2..abe4d296fa4c3d0a6d6bd3967ea28facfcff4e6a 100644
--- a/downloads-generation/models_class1_experiments1/hyperparameters-0local_noL1.yaml
+++ b/downloads-generation/models_class1_experiments1/hyperparameters-0local_noL1.yaml
@@ -37,7 +37,7 @@
 "activation": "relu",
 "output_activation": "sigmoid",
 "layer_sizes": [
-    32
+    16
 ],
 "dense_layer_l1_regularization": 0.0,
 "batch_normalization": false,
diff --git a/downloads-generation/models_class1_experiments1/hyperparameters-2local.yaml b/downloads-generation/models_class1_experiments1/hyperparameters-2local.yaml
index a06ab8f76d7660f6bd8488425ffd9a0e5a72e2e2..4ce0eea23cf9097e9bdf6fa771f3046f154deabb 100644
--- a/downloads-generation/models_class1_experiments1/hyperparameters-2local.yaml
+++ b/downloads-generation/models_class1_experiments1/hyperparameters-2local.yaml
@@ -47,7 +47,7 @@
 "activation": "relu",
 "output_activation": "sigmoid",
 "layer_sizes": [
-   32
+   16
 ],
 "dense_layer_l1_regularization": 0.001,
 "batch_normalization": false,
diff --git a/downloads-generation/models_class1_experiments1/hyperparameters-dense16.yaml b/downloads-generation/models_class1_experiments1/hyperparameters-dense32.yaml
similarity index 99%
rename from downloads-generation/models_class1_experiments1/hyperparameters-dense16.yaml
rename to downloads-generation/models_class1_experiments1/hyperparameters-dense32.yaml
index a714d2ad7253583392bb7ff672e1162201661888..ef6b334a1155888d9f3d6847b6ec32c996c98f4f 100644
--- a/downloads-generation/models_class1_experiments1/hyperparameters-dense16.yaml
+++ b/downloads-generation/models_class1_experiments1/hyperparameters-dense32.yaml
@@ -42,7 +42,7 @@
 "activation": "relu",
 "output_activation": "sigmoid",
 "layer_sizes": [
-   16
+   32
 ],
 "dense_layer_l1_regularization": 0.001,
 "batch_normalization": false,
diff --git a/downloads-generation/models_class1_experiments1/hyperparameters-dense64.yaml b/downloads-generation/models_class1_experiments1/hyperparameters-dense8.yaml
similarity index 99%
rename from downloads-generation/models_class1_experiments1/hyperparameters-dense64.yaml
rename to downloads-generation/models_class1_experiments1/hyperparameters-dense8.yaml
index 77ed95e195c55a0c7ac1836feb9bec9b21df1b83..b16983a8ad6a06c671e4f9b63c47cf97f15e3ef3 100644
--- a/downloads-generation/models_class1_experiments1/hyperparameters-dense64.yaml
+++ b/downloads-generation/models_class1_experiments1/hyperparameters-dense8.yaml
@@ -42,7 +42,7 @@
 "activation": "relu",
 "output_activation": "sigmoid",
 "layer_sizes": [
-   64 
+   8
 ],
 "dense_layer_l1_regularization": 0.001,
 "batch_normalization": false,
diff --git a/downloads-generation/models_class1_experiments1/hyperparameters-embedding.yaml b/downloads-generation/models_class1_experiments1/hyperparameters-embedding.yaml
index 1598f3a101357f202bef82634e07e71998c2d7b3..ea30d9eb0fcc9bb80d5c59a3424a8073ff0695cf 100644
--- a/downloads-generation/models_class1_experiments1/hyperparameters-embedding.yaml
+++ b/downloads-generation/models_class1_experiments1/hyperparameters-embedding.yaml
@@ -43,7 +43,7 @@
 "activation": "relu",
 "output_activation": "sigmoid",
 "layer_sizes": [
-   32
+   16
 ],
 "dense_layer_l1_regularization": 0.001,
 "batch_normalization": false,
diff --git a/downloads-generation/models_class1_experiments1/hyperparameters-noL1.yaml b/downloads-generation/models_class1_experiments1/hyperparameters-noL1.yaml
index cb910a2ee47244f07a87f7245d03628c10e309ae..25c1942bc9ac420f9f12851049ff08856fa8de36 100644
--- a/downloads-generation/models_class1_experiments1/hyperparameters-noL1.yaml
+++ b/downloads-generation/models_class1_experiments1/hyperparameters-noL1.yaml
@@ -42,7 +42,7 @@
 "activation": "relu",
 "output_activation": "sigmoid",
 "layer_sizes": [
-   32
+   16
 ],
 "dense_layer_l1_regularization": 0.0,
 "batch_normalization": false,
diff --git a/downloads-generation/models_class1_experiments1/hyperparameters-onehot.yaml b/downloads-generation/models_class1_experiments1/hyperparameters-onehot.yaml
index dad568de1a06b0f64f53c1d9375fc478398bd1d7..d6c83f9388d4d40665da8e0f1bdf1e99c011e799 100644
--- a/downloads-generation/models_class1_experiments1/hyperparameters-onehot.yaml
+++ b/downloads-generation/models_class1_experiments1/hyperparameters-onehot.yaml
@@ -42,7 +42,7 @@
 "activation": "relu",
 "output_activation": "sigmoid",
 "layer_sizes": [
-   32
+   16
 ],
 "dense_layer_l1_regularization": 0.001,
 "batch_normalization": false,
diff --git a/downloads-generation/models_class1_experiments1/hyperparameters-widelocal.yaml b/downloads-generation/models_class1_experiments1/hyperparameters-widelocal.yaml
index c2a39f14de772c5f1b3c4235698b92b71e56bcc3..6123c79fb88c99ab596804e307caf2c294dcbcba 100644
--- a/downloads-generation/models_class1_experiments1/hyperparameters-widelocal.yaml
+++ b/downloads-generation/models_class1_experiments1/hyperparameters-widelocal.yaml
@@ -43,7 +43,7 @@
 "activation": "relu",
 "output_activation": "sigmoid",
 "layer_sizes": [
-   32
+   16
 ],
 "dense_layer_l1_regularization": 0.001,
 "batch_normalization": false,