diff --git a/data/convolutional_nn/history_no_reg.json b/data/convolutional_nn/history_no_reg.json
new file mode 100644
index 0000000000000000000000000000000000000000..f019124256564fa9a8c5bccf21cd1d9ae6d49dee
--- /dev/null
+++ b/data/convolutional_nn/history_no_reg.json
@@ -0,0 +1 @@
+{"val_loss": [0.059541406143829224, 0.03531729187071323, 0.03828597864026669, 0.03181125786028569, 0.0333972778057112, 0.03548529444735632, 0.03182770605667938], "val_acc": [0.98, 0.9881, 0.9876, 0.9888, 0.9896, 0.9897, 0.9894], "loss": [0.197531829170386, 0.047905277009308335, 0.029627158682296675, 0.019750533863902093, 0.01380837735068053, 0.008873058707329134, 0.0058589526167449855], "acc": [0.9385166666666667, 0.9855333333015441, 0.9909333333651225, 0.9940833333333333, 0.9960833333333333, 0.9973333333333333, 0.9983666666666666]}
\ No newline at end of file
diff --git a/data/convolutional_nn/history_w_reg.json b/data/convolutional_nn/history_w_reg.json
new file mode 100644
index 0000000000000000000000000000000000000000..8e9c29b75b539995ec02774eb7588eb435405572
--- /dev/null
+++ b/data/convolutional_nn/history_w_reg.json
@@ -0,0 +1 @@
+{"val_loss": [0.05835823489278555, 0.04146836074683815, 0.03222538553602062, 0.030880847123404966, 0.03193068823361536, 0.027249263306864304, 0.02738242022774648], "val_acc": [0.9824, 0.987, 0.989, 0.9896, 0.9893, 0.991, 0.9909], "loss": [0.2685102069536845, 0.0896065266251564, 0.06640724653800328, 0.05545059657990933, 0.04817528665661812, 0.04095635761121909, 0.03883965522547563], "acc": [0.9180333333651225, 0.9732166666348775, 0.9809, 0.9836833333015442, 0.9855333333015441, 0.9877166666666667, 0.9879]}
\ No newline at end of file
diff --git a/data/convolutional_nn/model_no_reg.h5 b/data/convolutional_nn/model_no_reg.h5
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diff --git a/data/convolutional_nn/model_w_reg.h5 b/data/convolutional_nn/model_w_reg.h5
new file mode 100644
index 0000000000000000000000000000000000000000..ff12f6b460571d7cc260ec7149bed2722fba9421
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