diff --git a/samples/snowpark-ml-script/snowpark-ml.sh b/samples/snowpark-ml-script/snowpark-ml.sh
index e69de29..4b423d7 100644
--- a/samples/snowpark-ml-script/snowpark-ml.sh
+++ b/samples/snowpark-ml-script/snowpark-ml.sh
@@ -0,0 +1,120 @@
+#!/bin/bash
+
+# Setup a conda environemnt & installs snowpark ML.
+#
+# Usage
+# snowpark-ml.sh [-f <conda tar.bz2 file>] [-d <output dir>] [-e <conda env name>] [-p 3.8|3.9|3.10] [-h] 
+
+set -o pipefail
+set -eu
+
+PROD=$0
+
+if ! command -v conda &> /dev/null
+then
+    echo "## conda could not be found. This script is only useful for conda."
+    exit 1
+fi
+
+CONDA_ENV="default"
+TAR_FILE="default"
+CHANNEL_HOME="${HOME}/mychannel"
+PY_VERSION="3.8"
+# Needs to be updated every release. Can be moved to snowml repo once that is open sourced.
+DEFAULT_DOWNLOAD_URL="https://drive.google.com/uc?export=download&id=10h3U3fDzXw7C2QYCzhpoNUxry7hzMVf9"
+DEFAULT_FILENAME="snowflake-ml-python-1.0.1-py_0.tar.bz2"
+
+function help() {
+    exitcode=$1 && shift
+    echo "Usage: ${PROG} [-f <conda tar.bz2 file>] [-d <output dir>] [-e <conda env name>] [-p 3.8|3.9|3.10] [-h]"
+    echo "  -f CONDA_TARBALL: By default, downloads latest the internet."
+    echo "  -d OUTPUT_DIR: Default is ${CHANNEL_HOME}"
+    echo "  -p PY_VERSION: Default is 3.8. Options are 3.9, 3.10."
+    echo "  -e CONDA_ENV_NAME: Default is conda's default env, usually `base`. If it is an existing env, it will reuse."
+    exit ${exitcode}
+}
+
+while (($#)); do
+    case $1 in
+        -f)
+            shift
+            TAR_FILE=$1
+            ;;
+        -d)
+            shift
+            CHANNEL_HOME=$1
+            ;;
+        -e)
+            shift
+            CONDA_ENV=$1
+            ;;
+        -p)
+            shift
+            if [[ $1 = "3.8" || $1 = "3.9" || $1 == "3.10" ]]; then
+                PY_VERSION=$1
+            else
+                echo "Invalid python version: $1"
+                help 1
+            fi
+            ;;
+        -h|--help)
+            help 0
+            ;;
+        *)
+            help 1
+            ;;
+    esac
+    shift
+done
+
+if [[ "${TAR_FILE}" == "default" ]]; then
+    TARGET_FILE="${CHANNEL_HOME}/noarch/${DEFAULT_FILENAME}"
+    if [[ -f "${TARGET_FILE}" ]]; then
+        echo "## File already exists. Skipping download"
+    else
+        rm -rf ${CHANNEL_HOME}
+        mkdir -p ${CHANNEL_HOME}/noarch
+
+        echo "## Downloading latest package from Google Drive"
+        wget "${DEFAULT_DOWNLOAD_URL}" -O "${TARGET_FILE}"
+    fi
+else
+    cp "${TAR_FILE}" "${CHANNEL_HOME}/noarch/"
+fi
+
+if ! command -v conda-index &> /dev/null
+then
+    echo "## Installing conda-build"
+    conda install conda-build
+fi
+
+echo "## Indexing local channel at ${CHANNEL_HOME}"
+conda index ${CHANNEL_HOME}
+
+eval "$(conda shell.bash hook)"
+
+if [[ "${CONDA_ENV}" == "default" ]]; then
+    echo "## No conda env specified. Using default. Assuming setup correctly."
+    conda activate
+else
+    if conda env list | grep "${CONDA_ENV}" >/dev/null 2>&1; then
+        echo "## Conda env ${CONDA_ENV} exists. Assuming setup correctly."
+        conda activate "${CONDA_ENV}"
+    else
+        echo "## Creating conda env ${CONDA_ENV}"
+        if [[ $(uname -m) == 'arm64' ]]; then
+            echo "## Mac M1 detected. Following special conda treatment as per https://docs.snowflake.com/en/developer-guide/snowpark/python/setup"
+            CONDA_SUBDIR=osx-64 conda create -n {CONDA_ENV} python=${PY_VERSION} numpy pandas --override-channels -c https://repo.anaconda.com/pkgs/snowflake
+            conda activate "${CONDA_ENV}"
+            conda config --env --set subdir osx-64
+        else
+            conda create --name "${CONDA_ENV}" --override-channels -c https://repo.anaconda.com/pkgs/snowflake python=${PY_VERSION} numpy pandas
+            conda activate "${CONDA_ENV}"
+        fi
+    fi
+fi
+
+echo "## Installing snowpark ML"
+conda install -c "file://${CHANNEL_HOME}" -c "https://repo.anaconda.com/pkgs/snowflake/" --override-channel snowflake-ml-python
+
+echo "## ALL DONE. Please activate the env by executing `conda activate ${CONDA_ENV}`"