Fix typo in "advanced" setup section

Author: dmsuehir

benchmarks/image_recognition/tensorflow/densenet169/inference/fp32/Advanced.md

@@ -9,10 +9,10 @@ inference, which provides more control over the individual parameters that
 are used. For more information on using [`/benchmarks/launch_benchmark.py`](/benchmarks/launch_benchmark.py),
 see the [launch benchmark documentation](/docs/general/tensorflow/LaunchBenchmark.md).
 
-Prior using these instructions, please follow the setup instructions from
+Prior to using these instructions, please follow the setup instructions from
 the model's [README](README.md) and/or the
 [AI Kit documentation](/docs/general/tensorflow/AIKit.md) to get your environment
-setup (if running in bare metal) and download the dataset, pretrained model, etc.
+setup (if running on bare metal) and download the dataset, pretrained model, etc.
 If you are using AI Kit, please exclude the `--docker-image` flag from the
 commands below, since you will be running the the TensorFlow conda environment
 instead of docker.

benchmarks/image_recognition/tensorflow/inceptionv3/inference/fp32/Advanced.md

@@ -9,10 +9,10 @@ inference, which provides more control over the individual parameters that
 are used. For more information on using [`/benchmarks/launch_benchmark.py`](/benchmarks/launch_benchmark.py),
 see the [launch benchmark documentation](/docs/general/tensorflow/LaunchBenchmark.md).
 
-Prior using these instructions, please follow the setup instructions from
+Prior to using these instructions, please follow the setup instructions from
 the model's [README](README.md) and/or the
 [AI Kit documentation](/docs/general/tensorflow/AIKit.md) to get your environment
-setup (if running in bare metal) and download the dataset, pretrained model, etc.
+setup (if running on bare metal) and download the dataset, pretrained model, etc.
 If you are using AI Kit, please exclude the `--docker-image` flag from the
 commands below, since you will be running the the TensorFlow conda environment
 instead of docker.

benchmarks/image_recognition/tensorflow/inceptionv3/inference/int8/Advanced.md

@@ -9,10 +9,10 @@ inference, which provides more control over the individual parameters that
 are used. For more information on using [`/benchmarks/launch_benchmark.py`](/benchmarks/launch_benchmark.py),
 see the [launch benchmark documentation](/docs/general/tensorflow/LaunchBenchmark.md).
 
-Prior using these instructions, please follow the setup instructions from
+Prior to using these instructions, please follow the setup instructions from
 the model's [README](README.md) and/or the
 [AI Kit documentation](/docs/general/tensorflow/AIKit.md) to get your environment
-setup (if running in bare metal) and download the dataset, pretrained model, etc.
+setup (if running on bare metal) and download the dataset, pretrained model, etc.
 If you are using AI Kit, please exclude the `--docker-image` flag from the
 commands below, since you will be running the the TensorFlow conda environment
 instead of docker.

benchmarks/image_recognition/tensorflow/inceptionv4/inference/fp32/Advanced.md

@@ -9,10 +9,10 @@ inference, which provides more control over the individual parameters that
 are used. For more information on using [`/benchmarks/launch_benchmark.py`](/benchmarks/launch_benchmark.py),
 see the [launch benchmark documentation](/docs/general/tensorflow/LaunchBenchmark.md).
 
-Prior using these instructions, please follow the setup instructions from
+Prior to using these instructions, please follow the setup instructions from
 the model's [README](README.md) and/or the
 [AI Kit documentation](/docs/general/tensorflow/AIKit.md) to get your environment
-setup (if running in bare metal) and download the dataset, pretrained model, etc.
+setup (if running on bare metal) and download the dataset, pretrained model, etc.
 If you are using AI Kit, please exclude the `--docker-image` flag from the
 commands below, since you will be running the the TensorFlow conda environment
 instead of docker.

benchmarks/image_recognition/tensorflow/inceptionv4/inference/int8/Advanced.md

@@ -9,10 +9,10 @@ inference, which provides more control over the individual parameters that
 are used. For more information on using [`/benchmarks/launch_benchmark.py`](/benchmarks/launch_benchmark.py),
 see the [launch benchmark documentation](/docs/general/tensorflow/LaunchBenchmark.md).
 
-Prior using these instructions, please follow the setup instructions from
+Prior to using these instructions, please follow the setup instructions from
 the model's [README](README.md) and/or the
 [AI Kit documentation](/docs/general/tensorflow/AIKit.md) to get your environment
-setup (if running in bare metal) and download the dataset, pretrained model, etc.
+setup (if running on bare metal) and download the dataset, pretrained model, etc.
 If you are using AI Kit, please exclude the `--docker-image` flag from the
 commands below, since you will be running the the TensorFlow conda environment
 instead of docker.

benchmarks/image_recognition/tensorflow/mobilenet_v1/inference/fp32/Advanced.md

@@ -9,10 +9,10 @@ inference, which provides more control over the individual parameters that
 are used. For more information on using [`/benchmarks/launch_benchmark.py`](/benchmarks/launch_benchmark.py),
 see the [launch benchmark documentation](/docs/general/tensorflow/LaunchBenchmark.md).
 
-Prior using these instructions, please follow the setup instructions from
+Prior to using these instructions, please follow the setup instructions from
 the model's [README](README.md) and/or the
 [AI Kit documentation](/docs/general/tensorflow/AIKit.md) to get your environment
-setup (if running in bare metal) and download the dataset, pretrained model, etc.
+setup (if running on bare metal) and download the dataset, pretrained model, etc.
 If you are using AI Kit, please exclude the `--docker-image` flag from the
 commands below, since you will be running the the TensorFlow conda environment
 instead of docker.

benchmarks/image_recognition/tensorflow/mobilenet_v1/inference/int8/Advanced.md

@@ -9,10 +9,10 @@ inference, which provides more control over the individual parameters that
 are used. For more information on using [`/benchmarks/launch_benchmark.py`](/benchmarks/launch_benchmark.py),
 see the [launch benchmark documentation](/docs/general/tensorflow/LaunchBenchmark.md).
 
-Prior using these instructions, please follow the setup instructions from
+Prior to using these instructions, please follow the setup instructions from
 the model's [README](README.md) and/or the
 [AI Kit documentation](/docs/general/tensorflow/AIKit.md) to get your environment
-setup (if running in bare metal) and download the dataset, pretrained model, etc.
+setup (if running on bare metal) and download the dataset, pretrained model, etc.
 If you are using AI Kit, please exclude the `--docker-image` flag from the
 commands below, since you will be running the the TensorFlow conda environment
 instead of docker.

benchmarks/image_recognition/tensorflow/resnet101/inference/fp32/Advanced.md

@@ -9,10 +9,10 @@ inference, which provides more control over the individual parameters that
 are used. For more information on using [`/benchmarks/launch_benchmark.py`](/benchmarks/launch_benchmark.py),
 see the [launch benchmark documentation](/docs/general/tensorflow/LaunchBenchmark.md).
 
-Prior using these instructions, please follow the setup instructions from
+Prior to using these instructions, please follow the setup instructions from
 the model's [README](README.md) and/or the
 [AI Kit documentation](/docs/general/tensorflow/AIKit.md) to get your environment
-setup (if running in bare metal) and download the dataset, pretrained model, etc.
+setup (if running on bare metal) and download the dataset, pretrained model, etc.
 If you are using AI Kit, please exclude the `--docker-image` flag from the
 commands below, since you will be running the the TensorFlow conda environment
 instead of docker.

benchmarks/image_recognition/tensorflow/resnet101/inference/int8/Advanced.md

@@ -9,10 +9,10 @@ inference, which provides more control over the individual parameters that
 are used. For more information on using [`/benchmarks/launch_benchmark.py`](/benchmarks/launch_benchmark.py),
 see the [launch benchmark documentation](/docs/general/tensorflow/LaunchBenchmark.md).
 
-Prior using these instructions, please follow the setup instructions from
+Prior to using these instructions, please follow the setup instructions from
 the model's [README](README.md) and/or the
 [AI Kit documentation](/docs/general/tensorflow/AIKit.md) to get your environment
-setup (if running in bare metal) and download the dataset, pretrained model, etc.
+setup (if running on bare metal) and download the dataset, pretrained model, etc.
 If you are using AI Kit, please exclude the `--docker-image` flag from the
 commands below, since you will be running the the TensorFlow conda environment
 instead of docker.

benchmarks/image_recognition/tensorflow/resnet50/inference/fp32/Advanced.md

@@ -9,10 +9,10 @@ inference, which provides more control over the individual parameters that
 are used. For more information on using [`/benchmarks/launch_benchmark.py`](/benchmarks/launch_benchmark.py),
 see the [launch benchmark documentation](/docs/general/tensorflow/LaunchBenchmark.md).
 
-Prior using these instructions, please follow the setup instructions from
+Prior to using these instructions, please follow the setup instructions from
 the model's [README](README.md) and/or the
 [AI Kit documentation](/docs/general/tensorflow/AIKit.md) to get your environment
-setup (if running in bare metal) and download the dataset, pretrained model, etc.
+setup (if running on bare metal) and download the dataset, pretrained model, etc.
 If you are using AI Kit, please exclude the `--docker-image` flag from the
 commands below, since you will be running the the TensorFlow conda environment
 instead of docker.

benchmarks/image_recognition/tensorflow/resnet50/inference/int8/Advanced.md

@@ -9,10 +9,10 @@ inference, which provides more control over the individual parameters that
 are used. For more information on using [`/benchmarks/launch_benchmark.py`](/benchmarks/launch_benchmark.py),
 see the [launch benchmark documentation](/docs/general/tensorflow/LaunchBenchmark.md).
 
-Prior using these instructions, please follow the setup instructions from
+Prior to using these instructions, please follow the setup instructions from
 the model's [README](README.md) and/or the
 [AI Kit documentation](/docs/general/tensorflow/AIKit.md) to get your environment
-setup (if running in bare metal) and download the dataset, pretrained model, etc.
+setup (if running on bare metal) and download the dataset, pretrained model, etc.
 If you are using AI Kit, please exclude the `--docker-image` flag from the
 commands below, since you will be running the the TensorFlow conda environment
 instead of docker.

benchmarks/image_segmentation/tensorflow/3d_unet/inference/fp32/Advanced.md

@@ -9,10 +9,10 @@ inference, which provides more control over the individual parameters that
 are used. For more information on using [`/benchmarks/launch_benchmark.py`](/benchmarks/launch_benchmark.py),
 see the [launch benchmark documentation](/docs/general/tensorflow/LaunchBenchmark.md).
 
-Prior using these instructions, please follow the setup instructions from
+Prior to using these instructions, please follow the setup instructions from
 the model's [README](README.md) and/or the
 [AI Kit documentation](/docs/general/tensorflow/AIKit.md) to get your environment
-setup (if running in bare metal) and download the dataset, pretrained model, etc.
+setup (if running on bare metal) and download the dataset, pretrained model, etc.
 If you are using AI Kit, please exclude the `--docker-image` flag from the
 commands below, since you will be running the the TensorFlow conda environment
 instead of docker.

benchmarks/image_segmentation/tensorflow/maskrcnn/inference/fp32/Advanced.md

@@ -9,10 +9,10 @@ inference, which provides more control over the individual parameters that
 are used. For more information on using [`/benchmarks/launch_benchmark.py`](/benchmarks/launch_benchmark.py),
 see the [launch benchmark documentation](/docs/general/tensorflow/LaunchBenchmark.md).
 
-Prior using these instructions, please follow the setup instructions from
+Prior to using these instructions, please follow the setup instructions from
 the model's [README](README.md) and/or the
 [AI Kit documentation](/docs/general/tensorflow/AIKit.md) to get your environment
-setup (if running in bare metal) and download the dataset, pretrained model, etc.
+setup (if running on bare metal) and download the dataset, pretrained model, etc.
 If you are using AI Kit, please exclude the `--docker-image` flag from the
 commands below, since you will be running the the TensorFlow conda environment
 instead of docker.

benchmarks/image_segmentation/tensorflow/unet/inference/fp32/Advanced.md

@@ -9,10 +9,10 @@ inference, which provides more control over the individual parameters that
 are used. For more information on using [`/benchmarks/launch_benchmark.py`](/benchmarks/launch_benchmark.py),
 see the [launch benchmark documentation](/docs/general/tensorflow/LaunchBenchmark.md).
 
-Prior using these instructions, please follow the setup instructions from
+Prior to using these instructions, please follow the setup instructions from
 the model's [README](README.md) and/or the
 [AI Kit documentation](/docs/general/tensorflow/AIKit.md) to get your environment
-setup (if running in bare metal) and download the dataset, pretrained model, etc.
+setup (if running on bare metal) and download the dataset, pretrained model, etc.
 If you are using AI Kit, please exclude the `--docker-image` flag from the
 commands below, since you will be running the the TensorFlow conda environment
 instead of docker.

benchmarks/language_modeling/tensorflow/bert_large/inference/bfloat16/Advanced.md

@@ -9,10 +9,10 @@ inference, which provides more control over the individual parameters that
 are used. For more information on using [`/benchmarks/launch_benchmark.py`](/benchmarks/launch_benchmark.py),
 see the [launch benchmark documentation](/docs/general/tensorflow/LaunchBenchmark.md).
 
-Prior using these instructions, please follow the setup instructions from
+Prior to using these instructions, please follow the setup instructions from
 the model's [README](README.md) and/or the
 [AI Kit documentation](/docs/general/tensorflow/AIKit.md) to get your environment
-setup (if running in bare metal) and download the dataset, pretrained model, etc.
+setup (if running on bare metal) and download the dataset, pretrained model, etc.
 If you are using AI Kit, please exclude the `--docker-image` flag from the
 commands below, since you will be running the the TensorFlow conda environment
 instead of docker.

benchmarks/language_modeling/tensorflow/bert_large/inference/fp32/Advanced.md

@@ -9,10 +9,10 @@ inference, which provides more control over the individual parameters that
 are used. For more information on using [`/benchmarks/launch_benchmark.py`](/benchmarks/launch_benchmark.py),
 see the [launch benchmark documentation](/docs/general/tensorflow/LaunchBenchmark.md).
 
-Prior using these instructions, please follow the setup instructions from
+Prior to using these instructions, please follow the setup instructions from
 the model's [README](README.md) and/or the
 [AI Kit documentation](/docs/general/tensorflow/AIKit.md) to get your environment
-setup (if running in bare metal) and download the dataset, pretrained model, etc.
+setup (if running on bare metal) and download the dataset, pretrained model, etc.
 If you are using AI Kit, please exclude the `--docker-image` flag from the
 commands below, since you will be running the the TensorFlow conda environment
 instead of docker.

benchmarks/language_modeling/tensorflow/bert_large/inference/int8/Advanced.md

@@ -9,10 +9,10 @@ inference, which provides more control over the individual parameters that
 are used. For more information on using [`/benchmarks/launch_benchmark.py`](/benchmarks/launch_benchmark.py),
 see the [launch benchmark documentation](/docs/general/tensorflow/LaunchBenchmark.md).
 
-Prior using these instructions, please follow the setup instructions from
+Prior to using these instructions, please follow the setup instructions from
 the model's [README](README.md) and/or the
 [AI Kit documentation](/docs/general/tensorflow/AIKit.md) to get your environment
-setup (if running in bare metal) and download the dataset, pretrained model, etc.
+setup (if running on bare metal) and download the dataset, pretrained model, etc.
 If you are using AI Kit, please exclude the `--docker-image` flag from the
 commands below, since you will be running the the TensorFlow conda environment
 instead of docker.

benchmarks/language_modeling/tensorflow/bert_large/training/bfloat16/Advanced.md

@@ -9,10 +9,10 @@ training, which provides more control over the individual parameters that
 are used. For more information on using [`/benchmarks/launch_benchmark.py`](/benchmarks/launch_benchmark.py),
 see the [launch benchmark documentation](/docs/general/tensorflow/LaunchBenchmark.md).
 
-Prior using these instructions, please follow the setup instructions from
+Prior to using these instructions, please follow the setup instructions from
 the model's [README](README.md) and/or the
 [AI Kit documentation](/docs/general/tensorflow/AIKit.md) to get your environment
-setup (if running in bare metal) and download the dataset, pretrained model, etc.
+setup (if running on bare metal) and download the dataset, pretrained model, etc.
 If you are using AI Kit, please exclude the `--docker-image` flag from the
 commands below, since you will be running the the TensorFlow conda environment
 instead of docker.

benchmarks/language_modeling/tensorflow/bert_large/training/fp32/Advanced.md

@@ -9,10 +9,10 @@ training, which provides more control over the individual parameters that
 are used. For more information on using [`/benchmarks/launch_benchmark.py`](/benchmarks/launch_benchmark.py),
 see the [launch benchmark documentation](/docs/general/tensorflow/LaunchBenchmark.md).
 
-Prior using these instructions, please follow the setup instructions from
+Prior to using these instructions, please follow the setup instructions from
 the model's [README](README.md) and/or the
 [AI Kit documentation](/docs/general/tensorflow/AIKit.md) to get your environment
-setup (if running in bare metal) and download the dataset, pretrained model, etc.
+setup (if running on bare metal) and download the dataset, pretrained model, etc.
 If you are using AI Kit, please exclude the `--docker-image` flag from the
 commands below, since you will be running the the TensorFlow conda environment
 instead of docker.

benchmarks/language_translation/tensorflow/mlperf_gnmt/inference/fp32/Advanced.md

@@ -9,10 +9,10 @@ inference, which provides more control over the individual parameters that
 are used. For more information on using [`/benchmarks/launch_benchmark.py`](/benchmarks/launch_benchmark.py),
 see the [launch benchmark documentation](/docs/general/tensorflow/LaunchBenchmark.md).
 
-Prior using these instructions, please follow the setup instructions from
+Prior to using these instructions, please follow the setup instructions from
 the model's [README](README.md) and/or the
 [AI Kit documentation](/docs/general/tensorflow/AIKit.md) to get your environment
-setup (if running in bare metal) and download the dataset, pretrained model, etc.
+setup (if running on bare metal) and download the dataset, pretrained model, etc.
 If you are using AI Kit, please exclude the `--docker-image` flag from the
 commands below, since you will be running the the TensorFlow conda environment
 instead of docker.

benchmarks/language_translation/tensorflow/transformer_lt_official/inference/fp32/Advanced.md

@@ -9,10 +9,10 @@ inference, which provides more control over the individual parameters that
 are used. For more information on using [`/benchmarks/launch_benchmark.py`](/benchmarks/launch_benchmark.py),
 see the [launch benchmark documentation](/docs/general/tensorflow/LaunchBenchmark.md).
 
-Prior using these instructions, please follow the setup instructions from
+Prior to using these instructions, please follow the setup instructions from
 the model's [README](README.md) and/or the
 [AI Kit documentation](/docs/general/tensorflow/AIKit.md) to get your environment
-setup (if running in bare metal) and download the dataset, pretrained model, etc.
+setup (if running on bare metal) and download the dataset, pretrained model, etc.
 If you are using AI Kit, please exclude the `--docker-image` flag from the
 commands below, since you will be running the the TensorFlow conda environment
 instead of docker.

benchmarks/language_translation/tensorflow/transformer_mlperf/training/bfloat16/Advanced.md

@@ -9,10 +9,10 @@ training, which provides more control over the individual parameters that
 are used. For more information on using [`/benchmarks/launch_benchmark.py`](/benchmarks/launch_benchmark.py),
 see the [launch benchmark documentation](/docs/general/tensorflow/LaunchBenchmark.md).
 
-Prior using these instructions, please follow the setup instructions from
+Prior to using these instructions, please follow the setup instructions from
 the model's [README](README.md) and/or the
 [AI Kit documentation](/docs/general/tensorflow/AIKit.md) to get your environment
-setup (if running in bare metal) and download the dataset, pretrained model, etc.
+setup (if running on bare metal) and download the dataset, pretrained model, etc.
 If you are using AI Kit, please exclude the `--docker-image` flag from the
 commands below, since you will be running the the TensorFlow conda environment
 instead of docker.