diff --git a/downloads-generation/models_class1/hyperparameters.yaml b/downloads-generation/models_class1/hyperparameters.yaml
index 7984d8822de137f69a07e2fcc260339b8984a71e..c6c2c2b6424cb3f61341bdbb9e6689afdb75b909 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
+    16
 ],
 "dense_layer_l1_regularization": 0.001,
 "batch_normalization": false,
diff --git a/downloads-generation/models_class1_experiments1/hyperparameters-0local.yaml b/downloads-generation/models_class1_experiments1/hyperparameters-0local.yaml
index bab321573a211027629dff1c9880f9b61dbc0170..f36ec334679c3f7ce2ade82c1456bccc0262b820 100644
--- a/downloads-generation/models_class1_experiments1/hyperparameters-0local.yaml
+++ b/downloads-generation/models_class1_experiments1/hyperparameters-0local.yaml
@@ -36,7 +36,7 @@
 "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 62d506372eeabd6f066e6554fb76d55ebd7d0290..b7b5fe7a023dc061a7ff724cd064299724ff305d 100644
--- a/downloads-generation/models_class1_experiments1/hyperparameters-0local_noL1.yaml
+++ b/downloads-generation/models_class1_experiments1/hyperparameters-0local_noL1.yaml
@@ -36,7 +36,7 @@
 "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 128355604a568fcf791e31d348d9a53f11ee5c14..7f7427c632e31ba98955cab39d9e0f9474e35cf5 100644
--- a/downloads-generation/models_class1_experiments1/hyperparameters-2local.yaml
+++ b/downloads-generation/models_class1_experiments1/hyperparameters-2local.yaml
@@ -46,7 +46,7 @@
 "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 b7e4ee4400db4b15cf863da0b0456bc75f4b665f..97fe80ed0b18cbc74b84f88af1cce29adcfe0d04 100644
--- a/downloads-generation/models_class1_experiments1/hyperparameters-dense16.yaml
+++ b/downloads-generation/models_class1_experiments1/hyperparameters-dense32.yaml
@@ -41,7 +41,7 @@
 "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-dense64.yaml
index c63c399d22913e7ae9c1efb744d18c75ce5bf6b9..33fcfd301c4d61dca79b597afb6089f594a92c63 100644
--- a/downloads-generation/models_class1_experiments1/hyperparameters-dense64.yaml
+++ b/downloads-generation/models_class1_experiments1/hyperparameters-dense64.yaml
@@ -41,7 +41,7 @@
 "activation": "relu",
 "output_activation": "sigmoid",
 "layer_sizes": [
-    64
+   64 
 ],
 "dense_layer_l1_regularization": 0.001,
 "batch_normalization": false,
diff --git a/downloads-generation/models_class1_experiments1/hyperparameters-dense8.yaml b/downloads-generation/models_class1_experiments1/hyperparameters-dense8.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..d6933e198c41641e313d7a21d79de2a0368ba8f8
--- /dev/null
+++ b/downloads-generation/models_class1_experiments1/hyperparameters-dense8.yaml
@@ -0,0 +1,49 @@
+[{
+##########################################
+# ENSEMBLE SIZE
+##########################################
+"n_models": 8,
+
+##########################################
+# OPTIMIZATION
+##########################################
+"max_epochs": 500,
+"patience": 10,
+"early_stopping": true,
+"validation_split": 0.2,
+
+##########################################
+# RANDOM NEGATIVE PEPTIDES
+##########################################
+"random_negative_rate": 0.0,
+"random_negative_constant": 25,
+"random_negative_affinity_min": 20000.0,
+"random_negative_affinity_max": 50000.0,
+
+##########################################
+# PEPTIDE REPRESENTATION
+##########################################
+# One of "one-hot", "embedding", or "BLOSUM62".
+"peptide_amino_acid_encoding": "BLOSUM62",
+"use_embedding": false,  # maintained for backward compatability
+"kmer_size": 15,
+
+##########################################
+# NEURAL NETWORK ARCHITECTURE
+##########################################
+"locally_connected_layers": [
+    {
+        "filters": 8,
+        "activation": "tanh",
+        "kernel_size": 3
+    }
+],
+"activation": "relu",
+"output_activation": "sigmoid",
+"layer_sizes": [
+   8 
+],
+"dense_layer_l1_regularization": 0.001,
+"batch_normalization": false,
+"dropout_probability": 0.0,
+}]
diff --git a/downloads-generation/models_class1_experiments1/hyperparameters-embedding.yaml b/downloads-generation/models_class1_experiments1/hyperparameters-embedding.yaml
index 40062bd5193b7d12be8da902445d6c8e48ccf49f..a4c8d0b1253c4768749ff9caec3a13f8377d781b 100644
--- a/downloads-generation/models_class1_experiments1/hyperparameters-embedding.yaml
+++ b/downloads-generation/models_class1_experiments1/hyperparameters-embedding.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-noL1.yaml b/downloads-generation/models_class1_experiments1/hyperparameters-noL1.yaml
index 5b046c9a6a19007a9533d5b7a77b498aa1448cff..4b02779d24a466a71ddc5965e8917c36d630e03c 100644
--- a/downloads-generation/models_class1_experiments1/hyperparameters-noL1.yaml
+++ b/downloads-generation/models_class1_experiments1/hyperparameters-noL1.yaml
@@ -41,7 +41,7 @@
 "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 1742093d1436027bd2441e070f9490f17773da33..aade715e55a6c2cc5483a1b6c76efd617a8b039b 100644
--- a/downloads-generation/models_class1_experiments1/hyperparameters-onehot.yaml
+++ b/downloads-generation/models_class1_experiments1/hyperparameters-onehot.yaml
@@ -41,7 +41,7 @@
 "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 cfde02c23f8e7d4ef24eec444c37b4929e23dd9d..62c4707c0b38fafc06bcbdc36a39940c688aaa95 100644
--- a/downloads-generation/models_class1_experiments1/hyperparameters-widelocal.yaml
+++ b/downloads-generation/models_class1_experiments1/hyperparameters-widelocal.yaml
@@ -42,7 +42,7 @@
 "activation": "relu",
 "output_activation": "sigmoid",
 "layer_sizes": [
-    32
+   16 
 ],
 "dense_layer_l1_regularization": 0.001,
 "batch_normalization": false,