diff --git a/scripts/install_helpers.sh b/scripts/install_helpers.sh
index 1a885b3..780cb2c 100644
--- a/scripts/install_helpers.sh
+++ b/scripts/install_helpers.sh
@@ -9,23 +9,20 @@ get_tf_whl () {
     aarch64-39)
       WHL=tflite_runtime-2.11.0-cp39-none-linux_aarch64.whl
       ;;
-    aarch64-310)
-      WHL=tflite_runtime-2.11.0-cp310-none-linux_aarch64.whl
-      ;;
     aarch64-311)
-      WHL=tflite_runtime-2.11.0-cp311-cp311-linux_aarch64.whl
+      WHL=tflite_runtime-2.17.1-cp311-cp311-linux_aarch64.whl
       ;;
     aarch64-312)
-      WHL=tflite_runtime-2.11.0-cp312-cp312-linux_aarch64.whl
+      WHL=tflite_runtime-2.17.1-cp312-cp312-linux_aarch64.whl
       ;;
     x86_64-39)
       WHL=tflite_runtime-2.11.0-cp39-cp39-linux_x86_64.whl
       ;;
     x86_64-311)
-      WHL=tflite_runtime-2.11.0-cp311-cp311-linux_x86_64.whl
+      WHL=tflite_runtime-2.17.1-cp311-cp311-linux_x86_64.whl
       ;;
     x86_64-312)
-      WHL=tflite_runtime-2.11.0-cp312-cp312-linux_x86_64.whl
+      WHL=tflite_runtime-2.17.1-cp312-cp312-linux_x86_64.whl
       ;;
     *)
       echo "No tflite version found for ${ARCH}-${PY_VERSION}"
diff --git a/scripts/update_birdnet_snippets.sh b/scripts/update_birdnet_snippets.sh
index eb31dfe..a55d540 100755
--- a/scripts/update_birdnet_snippets.sh
+++ b/scripts/update_birdnet_snippets.sh
@@ -130,8 +130,9 @@ version=$($HOME/BirdNET-Pi/birdnet/bin/python3 -c "import seaborn; print(seaborn
 version=$($HOME/BirdNET-Pi/birdnet/bin/python3 -c "import suntime; print(suntime.__version__)")
 [[ $version != "1.3.2" ]] && sudo_with_user $HOME/BirdNET-Pi/birdnet/bin/pip3 install suntime==1.3.2
 
+PY_VERSION=$($HOME/BirdNET-Pi/birdnet/bin/python3 -c "import sys; print(f'{sys.version_info[0]}{sys.version_info[1]}')")
 tf_version=$($HOME/BirdNET-Pi/birdnet/bin/python3 -c "import tflite_runtime; print(tflite_runtime.__version__)")
-if [ "$tf_version" != "2.11.0" ]; then
+if [ "$PY_VERSION" == 39 ] && [ "$tf_version" != "2.11.0" ] || [ "$PY_VERSION" != 39 ] && [ "$tf_version" != "2.17.1" ]; then
   get_tf_whl
   # include our numpy dependants so pip can figure out which numpy version to install
   sudo_with_user $HOME/BirdNET-Pi/birdnet/bin/pip3 install $HOME/BirdNET-Pi/$WHL pandas librosa matplotlib