diff --git a/.github/workflows/pypi_release.yml b/.github/workflows/pypi_release.yml
new file mode 100644
index 0000000..3aedb13
--- /dev/null
+++ b/.github/workflows/pypi_release.yml
@@ -0,0 +1,38 @@
+name: pypi-release
+
+on:
+  release:
+    types: [published]
+
+jobs:
+  deploy:
+    strategy:
+      matrix:
+        os: ['ubuntu-latest']
+        python-version: [3.10]
+
+    runs-on: ${{ matrix.os }}
+    environment: 
+      name: Release-PyPi
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v3
+        
+      - name: Build
+        run: |
+          pip install twine
+          python setup.py sdist bdist_wheel
+
+      - name: Check wheels
+        run: twine check dist/*
+
+      - name: Upload to TestPyPi
+        uses: pypa/gh-action-pypi-publish@v1.6.4
+        with:
+          password: ${{ secrets.TEST_PYPI_API_TOKEN }}
+          repository_url: https://test.pypi.org/legacy/
+
+      - name: Upload to PyPi
+        uses: pypa/gh-action-pypi-publish@v1.6.4
+        with:
+          password: ${{ secrets.PYPI_API_TOKEN }}
diff --git a/README.md b/README.md
index cb245ab..8408944 100644
--- a/README.md
+++ b/README.md
@@ -33,7 +33,7 @@ The beauty of `learn_to_pick` is its flexibility. Whether you're a fan of Vowpal
 
 ## Installation
 
-`pip install .`
+`pip install learn-to-pick`
 
 ## Basic Usage
 
diff --git a/notebooks/news_recommendation.ipynb b/notebooks/news_recommendation.ipynb
index ad691af..c38e4c6 100644
--- a/notebooks/news_recommendation.ipynb
+++ b/notebooks/news_recommendation.ipynb
@@ -96,7 +96,7 @@
    "outputs": [],
    "source": [
     "picker = learn_to_pick.PickBest.create(metrics_step=20, metrics_window_size=20, selection_scorer=CustomSelectionScorer())\n",
-    "random_picker = learn_to_pick.PickBest.create(metrics_step=20, metrics_window_size=20, policy=learn_to_pick.PickBestRandomPolicy, selection_scorer=CustomSelectionScorer())"
+    "random_picker = learn_to_pick.PickBest.create(metrics_step=20, metrics_window_size=20, policy=learn_to_pick.PickBestRandomPolicy(), selection_scorer=CustomSelectionScorer())"
    ]
   },
   {
diff --git a/notebooks/prompt_variable_injection.ipynb b/notebooks/prompt_variable_injection.ipynb
index c03f94c..f7b5be8 100644
--- a/notebooks/prompt_variable_injection.ipynb
+++ b/notebooks/prompt_variable_injection.ipynb
@@ -126,7 +126,7 @@
     "    preference = learn_to_pick.BasedOn([\"Vegetarian\", \"regular dairy is ok\"]),\n",
     ")\n",
     "\n",
-    "picked_meal = response[\"picked\"][0][\"meal\"]"
+    "picked_meal = response[\"picked\"][\"meal\"]"
    ]
   },
   {
diff --git a/setup.py b/setup.py
index 9c7dee1..10a5b7c 100644
--- a/setup.py
+++ b/setup.py
@@ -1,8 +1,15 @@
 from setuptools import setup, find_packages
+import os
+
+with open("README.md", "r", encoding="UTF-8") as fh:
+    long_description = fh.read()
+
+with open("version.txt", "r", encoding="utf-8") as version_file:
+    version = version_file.read().strip()
 
 setup(
     name="learn_to_pick",
-    version="0.1",
+    version=version,
     install_requires=[
         "numpy",
         "pandas",
@@ -14,7 +21,9 @@
     ],
     extras_require={"dev": ["pytest", "black==23.10.0"]},
     author="VowpalWabbit",
-    description="",
+    description="a python library for online learning RL loops, specialized for Contextual Bandit scenarios.",
+    long_description_content_type="text/markdown",
+    long_description=long_description,
     packages=find_packages(where="src"),
     package_dir={"": "src"},
     url="https://github.com/VowpalWabbit/learn_to_pick",
diff --git a/tests/unit_tests/pytest.ini b/tests/unit_tests/pytest.ini
deleted file mode 100644
index a171c31..0000000
--- a/tests/unit_tests/pytest.ini
+++ /dev/null
@@ -1,3 +0,0 @@
-[pytest]
-markers =
-    requires(name): Mark test to run only when the specified requirement is met.
diff --git a/version.txt b/version.txt
new file mode 100644
index 0000000..8acdd82
--- /dev/null
+++ b/version.txt
@@ -0,0 +1 @@
+0.0.1