diff --git a/.github/workflows/interactive-tensorflow.yml b/.github/workflows/interactive-tensorflow.yml
index 6145d1c0c20..41b636fa536 100644
--- a/.github/workflows/interactive-tensorflow.yml
+++ b/.github/workflows/interactive-tensorflow.yml
@@ -27,5 +27,5 @@ jobs:
     - name: Interactive API - tensorflow_mnist
       run: |
         python setup.py build_grpc
-        pip install tensorflow==2.8
+        pip install tensorflow==2.11
         python -m tests.github.interactive_api_director.experiments.tensorflow_mnist.run
diff --git a/tests/github/interactive_api_director/experiments/tensorflow_mnist/envoy/sd_requirements.txt b/tests/github/interactive_api_director/experiments/tensorflow_mnist/envoy/sd_requirements.txt
index cb65dfddc4b..f4c454633d6 100644
--- a/tests/github/interactive_api_director/experiments/tensorflow_mnist/envoy/sd_requirements.txt
+++ b/tests/github/interactive_api_director/experiments/tensorflow_mnist/envoy/sd_requirements.txt
@@ -1 +1 @@
-tensorflow==2.8.4
+tensorflow==2.11.1
diff --git a/tests/github/interactive_api_director/experiments/tensorflow_mnist/settings.py b/tests/github/interactive_api_director/experiments/tensorflow_mnist/settings.py
index 1ad7fa5151d..8903160e150 100644
--- a/tests/github/interactive_api_director/experiments/tensorflow_mnist/settings.py
+++ b/tests/github/interactive_api_director/experiments/tensorflow_mnist/settings.py
@@ -13,7 +13,7 @@
 model = keras.Model(inputs=inputs, outputs=outputs)
 
 # Instantiate an optimizer.
-optimizer = keras.optimizers.SGD(learning_rate=1e-3)
+optimizer = keras.optimizers.legacy.SGD(learning_rate=1e-3)
 # Instantiate a loss function.
 loss_fn = keras.losses.SparseCategoricalCrossentropy(from_logits=True)
 model.compile(optimizer, loss_fn)