diff --git a/training/train_all_models.cmd b/training/train_all_models.cmd
index 9abd48f..ab53538 100644
--- a/training/train_all_models.cmd
+++ b/training/train_all_models.cmd
@@ -12,6 +12,8 @@
 python make_nsfw_model.py --image_dir %cd%\..\images --image_size 224 --saved_model_dir %cd%\..\trained_models\mobilenet_v2_140_224 --labels_output_file %cd%\..\trained_models\mobilenet_v2_140_224\class_labels.txt --tfhub_module https://tfhub.dev/google/imagenet/mobilenet_v2_140_224/classification/4 --tflite_output_file %cd%\..\trained_models\mobilenet_v2_140_224\saved_model.tflite --train_epochs 5 --batch_size 32 --do_fine_tuning --learning_rate 0.001 --dropout_rate 0.0 --momentum 0.9
 :: Note that installing tensorflowjs also installs tensorflow-cpu A.K.A. bye-bye-training.
 :: tensorflowjs_converter --input_format=tf_saved_model --output_format=tfjs_graph_model --signature_name=serving_default --saved_model_tags=serve %cd%\..\trained_models\mobilenet_v2_140_224 %cd%\..\trained_models\mobilenet_v2_140_224\web_model
+:: Or, for a quantized (1 byte) version
+:: tensorflowjs_converter --input_format=tf_saved_model --output_format=tfjs_graph_model --signature_name=serving_default --saved_model_tags=serve %cd%\..\trained_models\mobilenet_v2_140_224 %cd%\..\trained_models\mobilenet_v2_140_224\web_model_quantized --quantization_bytes 1
 
 :: Wait for Python/CUDA/GPU to recover. Seems to die without this.
 Timeout /T 60 /Nobreak
@@ -20,6 +22,8 @@ Timeout /T 60 /Nobreak
 python make_nsfw_model.py --image_dir %cd%\..\images --image_size 224 --saved_model_dir %cd%\..\trained_models\resnet_v2_50_224 --labels_output_file %cd%\..\trained_models\resnet_v2_50_224\class_labels.txt --tfhub_module https://tfhub.dev/google/imagenet/resnet_v2_50/classification/4 --tflite_output_file %cd%\..\trained_models\resnet_v2_50_224\saved_model.tflite --train_epochs 5 --batch_size 16 --do_fine_tuning --learning_rate 0.001 --dropout_rate 0.0 --momentum 0.9
 :: Note that installing tensorflowjs also installs tensorflow-cpu A.K.A. bye-bye-training.
 ::tensorflowjs_converter --input_format=tf_saved_model --output_format=tfjs_graph_model --signature_name=serving_default --saved_model_tags=serve %cd%\..\trained_models\resnet_v2_50_224 %cd%\..\trained_models\resnet_v2_50_224\web_model
+:: Or, for a quantized (1 byte) version
+::tensorflowjs_converter --input_format=tf_saved_model --output_format=tfjs_graph_model --signature_name=serving_default --saved_model_tags=serve %cd%\..\trained_models\resnet_v2_50_224 %cd%\..\trained_models\resnet_v2_50_224\web_model_quantized --quantization_bytes 1
 
 :: Wait for Python/CUDA/GPU to recover. Seems to die without this.
 Timeout /T 60 /Nobreak
@@ -28,6 +32,8 @@ Timeout /T 60 /Nobreak
 python make_nsfw_model.py --image_dir %cd%\..\images --image_size 224 --saved_model_dir %cd%\..\trained_models\inception_v3_224 --labels_output_file %cd%\..\trained_models\inception_v3_224\class_labels.txt --tfhub_module https://tfhub.dev/google/imagenet/inception_v3/classification/4 --tflite_output_file %cd%\..\trained_models\inception_v3_224\saved_model.tflite --train_epochs 5 --batch_size 16 --do_fine_tuning --learning_rate 0.001 --dropout_rate 0.0 --momentum 0.9
 :: Note that installing tensorflowjs also installs tensorflow-cpu A.K.A. bye-bye-training.
 ::tensorflowjs_converter --input_format=tf_saved_model --output_format=tfjs_graph_model --signature_name=serving_default --saved_model_tags=serve %cd%\..\trained_models\inception_v3_224 %cd%\..\trained_models\inception_v3_224\web_model
+:: Or, for a quantized (1 byte) version
+::tensorflowjs_converter --input_format=tf_saved_model --output_format=tfjs_graph_model --signature_name=serving_default --saved_model_tags=serve %cd%\..\trained_models\inception_v3_224 %cd%\..\trained_models\inception_v3_224\web_model_quantized --quantization_bytes 1
 
 :: Wait for Python/CUDA/GPU to recover. Seems to die without this.
 Timeout /T 60 /Nobreak
@@ -35,4 +41,6 @@ Timeout /T 60 /Nobreak
 :: Train NasNetMobile
 python make_nsfw_model.py --image_dir %cd%\..\images --image_size 224 --saved_model_dir %cd%\..\trained_models\nasnet_a_224 --labels_output_file %cd%\..\trained_models\nasnet_a_224\class_labels.txt --tfhub_module https://tfhub.dev/google/imagenet/nasnet_mobile/classification/4 --tflite_output_file %cd%\..\trained_models\nasnet_a_224\saved_model.tflite --train_epochs 5 --batch_size 24 --do_fine_tuning --learning_rate 0.001 --dropout_rate 0.0 --momentum 0.9
 :: Note that installing tensorflowjs also installs tensorflow-cpu A.K.A. bye-bye-training.
-::tensorflowjs_converter --input_format=tf_saved_model --output_format=tfjs_graph_model --signature_name=serving_default --saved_model_tags=serve %cd%\..\trained_models\nasnet_a_224 %cd%\..\trained_models\nasnet_a_224\web_modely
\ No newline at end of file
+::tensorflowjs_converter --input_format=tf_saved_model --output_format=tfjs_graph_model --signature_name=serving_default --saved_model_tags=serve %cd%\..\trained_models\nasnet_a_224 %cd%\..\trained_models\nasnet_a_224\web_modely
+:: Or, for a quantized (1 byte) version
+::tensorflowjs_converter --input_format=tf_saved_model --output_format=tfjs_graph_model --signature_name=serving_default --saved_model_tags=serve %cd%\..\trained_models\nasnet_a_224 %cd%\..\trained_models\nasnet_a_224\web_modely_quantized --quantization_bytes 1
\ No newline at end of file
diff --git a/training/train_all_models.sh b/training/train_all_models.sh
index 4048b1c..51f0654 100644
--- a/training/train_all_models.sh
+++ b/training/train_all_models.sh
@@ -13,6 +13,8 @@
 python3 make_nsfw_model.py --image_dir $PWD/../images --image_size 224 --saved_model_dir $PWD/../trained_models/mobilenet_v2_140_224 --labels_output_file $PWD/../trained_models/mobilenet_v2_140_224/class_labels.txt --tfhub_module https://tfhub.dev/google/imagenet/mobilenet_v2_140_224/classification/4 --tflite_output_file $PWD/../trained_models/mobilenet_v2_140_224/saved_model.tflite --train_epochs 5 --batch_size 32 --do_fine_tuning --learning_rate 0.001 --dropout_rate 0.0 --momentum 0.9
 # Note that installing tensorflowjs also installs tensorflow-cpu A.K.A. bye-bye-training.
 # tensorflowjs_converter --input_format=tf_saved_model --output_format=tfjs_graph_model --signature_name=serving_default --saved_model_tags=serve $PWD/../trained_models/mobilenet_v2_140_224 $PWD/../trained_models/mobilenet_v2_140_224/web_model
+# Or, for a quantized (1 byte) version
+# tensorflowjs_converter --input_format=tf_saved_model --output_format=tfjs_graph_model --signature_name=serving_default --saved_model_tags=serve $PWD/../trained_models/mobilenet_v2_140_224 $PWD/../trained_models/mobilenet_v2_140_224/web_model_quantized --quantization_bytes 1
 
 # Wait for Python/CUDA/GPU to recover. Seems to die without this.
 sleep 60
@@ -20,7 +22,9 @@ sleep 60
 # Train Resnet V2 50
 python3 make_nsfw_model.py --image_dir $PWD/../images --image_size 224 --saved_model_dir $PWD/../trained_models/resnet_v2_50_224 --labels_output_file $PWD/../trained_models/resnet_v2_50_224/class_labels.txt --tfhub_module https://tfhub.dev/google/imagenet/resnet_v2_50/classification/4 --tflite_output_file $PWD/../trained_models/resnet_v2_50_224/saved_model.tflite --train_epochs 5 --batch_size 16 --do_fine_tuning --learning_rate 0.001 --dropout_rate 0.0 --momentum 0.9
 # Note that installing tensorflowjs also installs tensorflow-cpu A.K.A. bye-bye-training.
-# tensorflowjs_converter --input_format=tf_saved_model --output_format=tfjs_graph_model --signature_name=serving_default --saved_model_tags=serve $PWD/../trained_models/resnet_v2_50_224 $PWD/../trained_models/resnet_v2_50_224/web_model
+#tensorflowjs_converter --input_format=tf_saved_model --output_format=tfjs_graph_model --signature_name=serving_default --saved_model_tags=serve $PWD/../trained_models/resnet_v2_50_224 $PWD/../trained_models/resnet_v2_50_224/web_model
+# Or, for a quantized (1 byte) version
+#tensorflowjs_converter --input_format=tf_saved_model --output_format=tfjs_graph_model --signature_name=serving_default --saved_model_tags=serve $PWD/../trained_models/resnet_v2_50_224 $PWD/../trained_models/resnet_v2_50_224/web_model_quantized --quantization_bytes 1
 
 # Wait for Python/CUDA/GPU to recover. Seems to die without this.
 sleep 60
@@ -28,7 +32,9 @@ sleep 60
 # Train Inception V3
 python3 make_nsfw_model.py --image_dir $PWD/../images --image_size 224 --saved_model_dir $PWD/../trained_models/inception_v3_224 --labels_output_file $PWD/../trained_models/inception_v3_224/class_labels.txt --tfhub_module https://tfhub.dev/google/imagenet/inception_v3/classification/4 --tflite_output_file $PWD/../trained_models/inception_v3_224/saved_model.tflite --train_epochs 5 --batch_size 16 --do_fine_tuning --learning_rate 0.001 --dropout_rate 0.0 --momentum 0.9
 # Note that installing tensorflowjs also installs tensorflow-cpu A.K.A. bye-bye-training.
-# tensorflowjs_converter --input_format=tf_saved_model --output_format=tfjs_graph_model --signature_name=serving_default --saved_model_tags=serve $PWD/../trained_models/inception_v3_224 $PWD/../trained_models/inception_v3_224/web_model
+#tensorflowjs_converter --input_format=tf_saved_model --output_format=tfjs_graph_model --signature_name=serving_default --saved_model_tags=serve $PWD/../trained_models/inception_v3_224 $PWD/../trained_models/inception_v3_224/web_model
+# Or, for a quantized (1 byte) version
+#tensorflowjs_converter --input_format=tf_saved_model --output_format=tfjs_graph_model --signature_name=serving_default --saved_model_tags=serve $PWD/../trained_models/inception_v3_224 $PWD/../trained_models/inception_v3_224/web_model_quantized --quantization_bytes 1
 
 # Wait for Python/CUDA/GPU to recover. Seems to die without this.
 sleep 60
@@ -36,4 +42,6 @@ sleep 60
 # Train NasNetMobile
 python3 make_nsfw_model.py --image_dir $PWD/../images --image_size 224 --saved_model_dir $PWD/../trained_models/nasnet_a_224 --labels_output_file $PWD/../trained_models/nasnet_a_224/class_labels.txt --tfhub_module https://tfhub.dev/google/imagenet/nasnet_mobile/classification/4 --tflite_output_file $PWD/../trained_models/nasnet_a_224/saved_model.tflite --train_epochs 5 --batch_size 24 --do_fine_tuning --learning_rate 0.001 --dropout_rate 0.0 --momentum 0.9
 # Note that installing tensorflowjs also installs tensorflow-cpu A.K.A. bye-bye-training.
-# tensorflowjs_converter --input_format=tf_saved_model --output_format=tfjs_graph_model --signature_name=serving_default --saved_model_tags=serve $PWD/../trained_models/nasnet_a_224 $PWD/../trained_models/nasnet_a_224/web_modely
\ No newline at end of file
+#tensorflowjs_converter --input_format=tf_saved_model --output_format=tfjs_graph_model --signature_name=serving_default --saved_model_tags=serve $PWD/../trained_models/nasnet_a_224 $PWD/../trained_models/nasnet_a_224/web_modely
+# Or, for a quantized (1 byte) version
+#tensorflowjs_converter --input_format=tf_saved_model --output_format=tfjs_graph_model --signature_name=serving_default --saved_model_tags=serve $PWD/../trained_models/nasnet_a_224 $PWD/../trained_models/nasnet_a_224/web_modely_quantized --quantization_bytes 1
\ No newline at end of file