diff --git a/docs/_tutorials/bert-finetuning.md b/docs/_tutorials/bert-finetuning.md
index 3014be18d682..f833acebde9a 100755
--- a/docs/_tutorials/bert-finetuning.md
+++ b/docs/_tutorials/bert-finetuning.md
@@ -10,14 +10,14 @@ In this tutorial we will be adding DeepSpeed to the BingBert model for the SQuAD
 
 If you don't already have a copy of the DeepSpeed repository, please clone in
 now and checkout the DeepSpeedExamples submodule the contains the BingBertSquad
-example (DeepSpeedExamples/BingBertSquad) we will be going over in the rest of
+example (DeepSpeedExamples/training/BingBertSquad) we will be going over in the rest of
 this tutorial.
 
 ```shell
 git clone https://github.com/microsoft/DeepSpeed
 cd DeepSpeed
 git submodule update --init --recursive
-cd DeepSpeedExamples/BingBertSquad
+cd DeepSpeedExamples/training/BingBertSquad
 ```
 
 ### Pre-requisites
diff --git a/docs/_tutorials/onebit-adam.md b/docs/_tutorials/onebit-adam.md
index b1a8b5369761..e66bba3f818b 100644
--- a/docs/_tutorials/onebit-adam.md
+++ b/docs/_tutorials/onebit-adam.md
@@ -136,7 +136,7 @@ You can also use a pre-trained BERT model checkpoint from either DeepSpeed, [Hug
 
 ### 2.1 Running BingBertSQuAD with DeepSpeed and 1-bit Adam
 
-We provide example scripts under [DeepSpeedExamples/BingBertSquad/1-bit_adam/](https://github.com/microsoft/DeepSpeedExamples/tree/master/BingBertSquad/1-bit_adam). There are 3 sets of scripts corresponding to NCCL-based implementation, MPI-based implementation on Ethernet systems, and MPI-based implementation on InfiniBand systems. For MPI-based implementation, we provide both example scripts when launching with deepspeed or mpirun.
+We provide example scripts under [DeepSpeedExamples/training/BingBertSquad/1-bit_adam/](https://github.com/microsoft/DeepSpeedExamples/tree/master/training/BingBertSquad/1-bit_adam). There are 3 sets of scripts corresponding to NCCL-based implementation, MPI-based implementation on Ethernet systems, and MPI-based implementation on InfiniBand systems. For MPI-based implementation, we provide both example scripts when launching with deepspeed or mpirun.
 
 <!-- The main part of training is done in `nvidia_run_squad_deepspeed.py`, which has
 already been modified to use DeepSpeed. The `run_squad_deepspeed.sh` script
@@ -157,7 +157,7 @@ To enable the 1-bit compressed training, 1-bit Adam uses an MPI library (E.g. MV
 
 ### Launch with deepspeed
 
-The following helper script in the DeepSpeedExamples/BingBertSQuAD will launch the training without the need for setting any `mpirun` parameters. The number of nodes and GPUs will be automatically detected and the job will be launched on all the available resources.
+The following helper script in the DeepSpeedExamples/training/BingBertSQuAD will launch the training without the need for setting any `mpirun` parameters. The number of nodes and GPUs will be automatically detected and the job will be launched on all the available resources.
 
 ```shell
 bash run_squad_deepspeed_onebitadam.sh <PATH_TO_OUTPUT_DIR>
diff --git a/tests/model/BingBertSquad/run_BingBertSquad.sh b/tests/model/BingBertSquad/run_BingBertSquad.sh
index fcfdf5e66361..f665456416e0 100755
--- a/tests/model/BingBertSquad/run_BingBertSquad.sh
+++ b/tests/model/BingBertSquad/run_BingBertSquad.sh
@@ -93,7 +93,7 @@ done
 
 # Validate path to BingBertSquad script
 if [ -z "${BingBertSquad_DIR+x}" ]; then
-  export BingBertSquad_DIR=../../../../DeepSpeedExamples/BingBertSquad
+  export BingBertSquad_DIR=../../../../DeepSpeedExamples/training/BingBertSquad
   echo "BingBertSquad_DIR environment variable not set; trying default: ${BingBertSquad_DIR}"
 fi
 validate_folder ${BingBertSquad_DIR} "BingBertSquad_DIR"
diff --git a/tests/model/BingBertSquad/run_BingBertSquad_sanity.sh b/tests/model/BingBertSquad/run_BingBertSquad_sanity.sh
index 1b49a37b783f..8b6ad942ba59 100755
--- a/tests/model/BingBertSquad/run_BingBertSquad_sanity.sh
+++ b/tests/model/BingBertSquad/run_BingBertSquad_sanity.sh
@@ -94,7 +94,7 @@ done
 
 # Validate path to BingBertSquad script
 if [ -z "${BingBertSquad_DIR+x}" ]; then
-  export BingBertSquad_DIR=../../../DeepSpeedExamples/BingBertSquad
+  export BingBertSquad_DIR=../../../DeepSpeedExamples/training/BingBertSquad
   echo "BingBertSquad_DIR environment variable not set; trying default: ${BingBertSquad_DIR}"
 fi
 validate_folder ${BingBertSquad_DIR} "BingBertSquad_DIR"
diff --git a/tests/model/BingBertSquad/run_tests.sh b/tests/model/BingBertSquad/run_tests.sh
index eef93ef98796..2a69fdf01c79 100755
--- a/tests/model/BingBertSquad/run_tests.sh
+++ b/tests/model/BingBertSquad/run_tests.sh
@@ -31,7 +31,7 @@ validate_folder() {
 
 # Validate path to BingBertSquad script
 if [ -z "${BingBertSquad_DIR+x}" ]; then
-  export BingBertSquad_DIR=../../../DeepSpeedExamples/BingBertSquad
+  export BingBertSquad_DIR=../../../DeepSpeedExamples/training/BingBertSquad
   echo "BingBertSquad_DIR environment variable not set; trying default: ${BingBertSquad_DIR}"
 fi
 validate_folder ${BingBertSquad_DIR} "BingBertSquad_DIR"
diff --git a/tests/model/BingBertSquad/test_e2e_squad.py b/tests/model/BingBertSquad/test_e2e_squad.py
index 9312dc67a193..9f03b89d0829 100644
--- a/tests/model/BingBertSquad/test_e2e_squad.py
+++ b/tests/model/BingBertSquad/test_e2e_squad.py
@@ -10,11 +10,11 @@
 import pytest
 import json
 
-sys.path.append("../../../DeepSpeedExamples/BingBertSquad")
+sys.path.append("../../../DeepSpeedExamples/training/BingBertSquad")
 import evaluate as eval
 
 squad_dir = "/data/BingBertSquad"
-base_dir = "../../../DeepSpeedExamples/BingBertSquad"
+base_dir = "../../../DeepSpeedExamples/training/BingBertSquad"
 
 script_file_name = "run_squad_deepspeed.sh"
 model_file_name = "training_state_checkpoint_162.tar"