diff --git a/roles/ml-python-packages/files/tensorflow-install.sh b/roles/ml-python-packages/files/tensorflow-install.sh
new file mode 100644
index 0000000000000000000000000000000000000000..4158bb336e1753cbfc67678aaade72c646fdb8f9
--- /dev/null
+++ b/roles/ml-python-packages/files/tensorflow-install.sh
@@ -0,0 +1,50 @@
+#!/bin/bash
+
+gdownload() {
+  URL=$1
+  OUTFILE=$2
+  COOKIES="/tmp/${RANDOM}.cookie"
+
+  if [ -z "$URL" -o -z "$OUTFILE" ]; then
+    return 1
+  fi
+
+  # Get cookie with skip verification code
+  curl -sc "$COOKIES" "$URL" &> /dev/null
+
+  # Extract skip verification code from cookie
+  CODE="$(awk '/_warning_/ {print $NF}' $COOKIES)"
+
+  echo "Code: $CODE"
+
+  # Download the actual file
+  echo "Using link: " "$URL&confirm=$CODE"
+  curl -Lb "$COOKIES" "$URL&confirm=$CODE" -o "$OUTFILE"
+
+  # Cleanup cookie file
+  rm "$COOKIES"
+
+  return $?
+}
+
+install() {
+  DLFILE="/tmp/tensorflow-2.7.0-cp39-none-linux_aarch64.whl"
+
+  # Try to download the wheel file from google drive
+  if gdownload "https://drive.google.com/uc?export=download&id=1D3R7bzkuFdY_gGTkSmnF9IbRNlj9wssB" "$DLFILE"; then
+    # Install the downloaded wheel
+    pip3 install "$DLFILE"
+
+    # Save the pip3 install return code (0 => success)
+    PIPRC="$?"
+
+    # Cleanup the downloaded wheel
+    rm "$DLFILE"
+
+    return $PIPRC
+  fi
+
+  return 1
+}
+
+install
diff --git a/roles/ml-python-packages/tasks/main.yml b/roles/ml-python-packages/tasks/main.yml
index ccfc69093d419746b64c3a3ada29ea4d5ef6a91a..124ed9b798a15b636df1f1ab4357c150aedc2940 100644
--- a/roles/ml-python-packages/tasks/main.yml
+++ b/roles/ml-python-packages/tasks/main.yml
@@ -20,3 +20,21 @@
     virtualenv_command: /usr/bin/python3 -m venv
     requirements: /tmp/ml-requirements.txt
     virtualenv: "/home/{{ target_user }}/.ml-venv"
+
+
+
+- name: Check if tensorflow is installed
+  shell: ". /home/{{ target_user }}/.ml-venv/bin/activate && pip3 freeze | grep -q tensorflow==2.7"
+  register: tfinstalled
+  changed_when: "tfinstalled.rc != 0"
+  failed_when: false
+
+- name: Copy tf install script to remote fs
+  copy:
+    src: files/tensorflow-install.sh
+    dest: /tmp/tensorflow-install.sh
+  when: "tfinstalled.rc != 0"
+
+- name: Download and install prebuilt tensorflow wheel
+  shell: ". /home/{{ target_user }}/.ml-venv/bin/activate && sh /tmp/tensorflow-install.sh"
+  when: "tfinstalled.rc != 0"