--- a
+++ b/tools/data/mit/preprocess_data.sh
@@ -0,0 +1,27 @@
+#!/usr/bin/env bash
+
+DATA_DIR="../../../data/mit/"
+
+if [[ ! -d "${DATA_DIR}" ]]; then
+  echo "${DATA_DIR} does not exist. Creating";
+  mkdir -p ${DATA_DIR}
+fi
+
+cd ${DATA_DIR}
+
+# Download the Moments_in_Time_Raw.zip here manually
+unzip Moments_in_Time_Raw.zip
+rm Moments_in_Time_Raw.zip
+
+if [ ! -d "./videos" ]; then
+  mkdir ./videos
+fi
+mv ./training ./videos && mv ./validation ./video
+
+if [ ! -d "./annotations" ]; then
+  mkdir ./annotations
+fi
+
+mv *.txt annotations && mv *.csv annotations
+
+cd "../../tools/data/mit"