diff --git a/docker-compose.yml b/docker-compose.yml
new file mode 100644
index 0000000..b65da63
--- /dev/null
+++ b/docker-compose.yml
@@ -0,0 +1,20 @@
+version: '3'
+
+services:
+  backend:
+    build: 
+      context: . # Directory containing the backend Dockerfile and source code
+      dockerfile: Dockerfile  # Path to backend Dockerfile
+      args:
+        API_KEY: ${API_KEY} 
+    ports:
+      - "8000:8000"  # Expose the port the backend service runs on
+    env_file:
+      - .env
+
+  frontend:
+    build: 
+      context: ./frontend  # Directory the frontend Dockerfile and source code
+      dockerfile: Dockerfile  # Path to your frontend Dockerfile
+    ports:
+      - "8501:8501"  # Expose the port the frontend service runs on
diff --git a/frontend/Dockerfile b/frontend/Dockerfile
new file mode 100644
index 0000000..c5ea77f
--- /dev/null
+++ b/frontend/Dockerfile
@@ -0,0 +1,27 @@
+# Use the official Python image 
+FROM python:3.10
+
+# Set the working directory in the container to /app
+WORKDIR /frontend
+
+# Copy the poetry files
+COPY pyproject.toml poetry.lock /frontend/
+
+# Install poetry
+RUN pip install poetry
+
+# Install the dependencies globally within the container.
+RUN poetry config virtualenvs.create false
+
+# Install project dependencies
+RUN poetry lock
+RUN poetry install
+
+# Copy the frontend application file to the working directory
+COPY frontend_app.py .
+
+# Expose the port the app runs on
+EXPOSE 8501
+
+# Execute the script when the container starts
+CMD ["streamlit", "run", "frontend_app.py"]
\ No newline at end of file
diff --git a/frontend/__init__.py b/frontend/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/app/frontend_app.py b/frontend/frontend_app.py
similarity index 88%
rename from app/frontend_app.py
rename to frontend/frontend_app.py
index 524d423..63c6f36 100644
--- a/app/frontend_app.py
+++ b/frontend/frontend_app.py
@@ -1,8 +1,8 @@
 import streamlit as st
-import requests  # Import requests library
+import requests 
 
 # FastAPI server URL
-SERVER_URL = "http://localhost:8000/recommendations/"  # Replace with your FastAPI server URL
+SERVER_URL = "http://backend:8000/recommendations/" # Replace with localhost if running locally
 
 st.title('Movie Recommendation System')
 
@@ -11,8 +11,8 @@
 num_rec = st.number_input('Number of Recommendations:', min_value=1, value=10)  # Number of recommendations
 
 # Get Recommendations Button
-if st.button('Get Recommendations'):  # If the button is pressed
-    if query:  # If a query is entered
+if st.button('Get Recommendations'):
+    if query:
         st.subheader('Recommendations for "{}":'.format(query))
         
         # Prepare payload
diff --git a/frontend/poetry.lock b/frontend/poetry.lock
new file mode 100644
index 0000000..dabc3cd
--- /dev/null
+++ b/frontend/poetry.lock
@@ -0,0 +1,1186 @@
+# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand.
+
+[[package]]
+name = "altair"
+version = "5.1.1"
+description = "Vega-Altair: A declarative statistical visualization library for Python."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "altair-5.1.1-py3-none-any.whl", hash = "sha256:bb421459b53c80ad45f2bd009c87da2a81165b8f7d5a90658e0fc1ffc741bf34"},
+    {file = "altair-5.1.1.tar.gz", hash = "sha256:ad6cd6983c8db69a34dd68e42653f6172b7fc3775b7190005107f1b4fc60d64d"},
+]
+
+[package.dependencies]
+jinja2 = "*"
+jsonschema = ">=3.0"
+numpy = "*"
+packaging = "*"
+pandas = ">=0.25"
+toolz = "*"
+typing-extensions = {version = ">=4.0.1", markers = "python_version < \"3.11\""}
+
+[package.extras]
+dev = ["anywidget", "black (<24)", "hatch", "ipython", "m2r", "mypy", "pandas-stubs", "pyarrow (>=11)", "pytest", "pytest-cov", "ruff", "types-jsonschema", "types-setuptools", "vega-datasets", "vegafusion[embed] (>=1.4.0)", "vl-convert-python (>=0.13.0)"]
+doc = ["docutils", "geopandas", "jinja2", "myst-parser", "numpydoc", "pillow (>=9,<10)", "pydata-sphinx-theme", "sphinx", "sphinx-copybutton", "sphinx-design", "sphinxext-altair"]
+
+[[package]]
+name = "attrs"
+version = "23.1.0"
+description = "Classes Without Boilerplate"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "attrs-23.1.0-py3-none-any.whl", hash = "sha256:1f28b4522cdc2fb4256ac1a020c78acf9cba2c6b461ccd2c126f3aa8e8335d04"},
+    {file = "attrs-23.1.0.tar.gz", hash = "sha256:6279836d581513a26f1bf235f9acd333bc9115683f14f7e8fae46c98fc50e015"},
+]
+
+[package.extras]
+cov = ["attrs[tests]", "coverage[toml] (>=5.3)"]
+dev = ["attrs[docs,tests]", "pre-commit"]
+docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier", "zope-interface"]
+tests = ["attrs[tests-no-zope]", "zope-interface"]
+tests-no-zope = ["cloudpickle", "hypothesis", "mypy (>=1.1.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+
+[[package]]
+name = "blinker"
+version = "1.6.2"
+description = "Fast, simple object-to-object and broadcast signaling"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "blinker-1.6.2-py3-none-any.whl", hash = "sha256:c3d739772abb7bc2860abf5f2ec284223d9ad5c76da018234f6f50d6f31ab1f0"},
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+]
+
+[[package]]
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+version = "5.3.1"
+description = "Extensible memoizing collections and decorators"
+optional = false
+python-versions = ">=3.7"
+files = [
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+]
+
+[[package]]
+name = "certifi"
+version = "2023.7.22"
+description = "Python package for providing Mozilla's CA Bundle."
+optional = false
+python-versions = ">=3.6"
+files = [
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+description = "Backport of pathlib-compatible object wrapper for zip files"
+optional = false
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+testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy (>=0.9.1)", "pytest-ruff"]
+
+[metadata]
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+python-versions = "^3.10"
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diff --git a/frontend/pyproject.toml b/frontend/pyproject.toml
new file mode 100644
index 0000000..e1579d8
--- /dev/null
+++ b/frontend/pyproject.toml
@@ -0,0 +1,15 @@
+[tool.poetry]
+name = "movie-rec-system-frontend"
+version = "0.1.0"
+description = "Frontend for Movie Recommendation System"
+authors = ["Magnus <97634880+MagnusS0@users.noreply.github.com>"]
+readme = "README.md"
+
+[tool.poetry.dependencies]
+python = "^3.10"
+streamlit = "^1.25.0"
+requests = "^2.31"
+
+[build-system]
+requires = ["poetry-core"]
+build-backend = "poetry.core.masonry.api"
diff --git a/poetry.lock b/poetry.lock
index 1b9bb37..024c22a 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,29 +1,5 @@
 # This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand.
 
-[[package]]
-name = "altair"
-version = "5.1.1"
-description = "Vega-Altair: A declarative statistical visualization library for Python."
-optional = false
-python-versions = ">=3.8"
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-
-[package.dependencies]
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-packaging = "*"
-pandas = ">=0.25"
-toolz = "*"
-typing-extensions = {version = ">=4.0.1", markers = "python_version < \"3.11\""}
-
-[package.extras]
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-
 [[package]]
 name = "annotated-types"
 version = "0.5.0"
@@ -260,28 +236,6 @@ webencodings = "*"
 [package.extras]
 css = ["tinycss2 (>=1.1.0,<1.2)"]
 
-[[package]]
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-version = "1.6.2"
-description = "Fast, simple object-to-object and broadcast signaling"
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-python-versions = ">=3.7"
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-
-[[package]]
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-version = "5.3.1"
-description = "Extensible memoizing collections and decorators"
-optional = false
-python-versions = ">=3.7"
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-]
-
 [[package]]
 name = "certifi"
 version = "2023.7.22"
@@ -920,37 +874,6 @@ files = [
     {file = "fqdn-1.5.1.tar.gz", hash = "sha256:105ed3677e767fb5ca086a0c1f4bb66ebc3c100be518f0e0d755d9eae164d89f"},
 ]
 
-[[package]]
-name = "gitdb"
-version = "4.0.10"
-description = "Git Object Database"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "gitdb-4.0.10-py3-none-any.whl", hash = "sha256:c286cf298426064079ed96a9e4a9d39e7f3e9bf15ba60701e95f5492f28415c7"},
-    {file = "gitdb-4.0.10.tar.gz", hash = "sha256:6eb990b69df4e15bad899ea868dc46572c3f75339735663b81de79b06f17eb9a"},
-]
-
-[package.dependencies]
-smmap = ">=3.0.1,<6"
-
-[[package]]
-name = "gitpython"
-version = "3.1.37"
-description = "GitPython is a Python library used to interact with Git repositories"
-optional = false
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-    {file = "smmap-5.0.1.tar.gz", hash = "sha256:dceeb6c0028fdb6734471eb07c0cd2aae706ccaecab45965ee83f11c8d3b1f62"},
-]
-
 [[package]]
 name = "sniffio"
 version = "1.3.0"
@@ -3630,45 +3411,6 @@ anyio = ">=3.4.0,<5"
 [package.extras]
 full = ["httpx (>=0.22.0)", "itsdangerous", "jinja2", "python-multipart", "pyyaml"]
 
-[[package]]
-name = "streamlit"
-version = "1.27.0"
-description = "A faster way to build and share data apps"
-optional = false
-python-versions = ">=3.8, !=3.9.7"
-files = [
-    {file = "streamlit-1.27.0-py2.py3-none-any.whl", hash = "sha256:7488d4e22689d04f40449a1de521ba252ae95a5fbb5f5c606df16a4e16048b47"},
-    {file = "streamlit-1.27.0.tar.gz", hash = "sha256:59a704195bbc669c794ddfcc3818480d9b9c2a282c02b48aa6e6de4b1c38d0a0"},
-]
-
-[package.dependencies]
-altair = ">=4.0,<6"
-blinker = ">=1.0.0,<2"
-cachetools = ">=4.0,<6"
-click = ">=7.0,<9"
-gitpython = ">=3.0.7,<3.1.19 || >3.1.19,<4"
-importlib-metadata = ">=1.4,<7"
-numpy = ">=1.19.3,<2"
-packaging = ">=16.8,<24"
-pandas = ">=1.3.0,<3"
-pillow = ">=7.1.0,<10"
-protobuf = ">=3.20,<5"
-pyarrow = ">=6.0"
-pydeck = ">=0.8.0b4,<1"
-python-dateutil = ">=2.7.3,<3"
-requests = ">=2.18,<3"
-rich = ">=10.14.0,<14"
-tenacity = ">=8.1.0,<9"
-toml = ">=0.10.1,<2"
-tornado = ">=6.0.3,<7"
-typing-extensions = ">=4.1.0,<5"
-tzlocal = ">=1.1,<6"
-validators = ">=0.2,<1"
-watchdog = {version = ">=2.1.5", markers = "platform_system != \"Darwin\""}
-
-[package.extras]
-snowflake = ["snowflake-snowpark-python"]
-
 [[package]]
 name = "tabulate"
 version = "0.9.0"
@@ -3779,17 +3521,6 @@ files = [
     {file = "tomli-2.0.1.tar.gz", hash = "sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f"},
 ]
 
-[[package]]
-name = "toolz"
-version = "0.12.0"
-description = "List processing tools and functional utilities"
-optional = false
-python-versions = ">=3.5"
-files = [
-    {file = "toolz-0.12.0-py3-none-any.whl", hash = "sha256:2059bd4148deb1884bb0eb770a3cde70e7f954cfbbdc2285f1f2de01fd21eb6f"},
-    {file = "toolz-0.12.0.tar.gz", hash = "sha256:88c570861c440ee3f2f6037c4654613228ff40c93a6c25e0eba70d17282c6194"},
-]
-
 [[package]]
 name = "tornado"
 version = "6.3.3"
@@ -3867,23 +3598,6 @@ files = [
     {file = "tzdata-2023.3.tar.gz", hash = "sha256:11ef1e08e54acb0d4f95bdb1be05da659673de4acbd21bf9c69e94cc5e907a3a"},
 ]
 
-[[package]]
-name = "tzlocal"
-version = "5.0.1"
-description = "tzinfo object for the local timezone"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "tzlocal-5.0.1-py3-none-any.whl", hash = "sha256:f3596e180296aaf2dbd97d124fe76ae3a0e3d32b258447de7b939b3fd4be992f"},
-    {file = "tzlocal-5.0.1.tar.gz", hash = "sha256:46eb99ad4bdb71f3f72b7d24f4267753e240944ecfc16f25d2719ba89827a803"},
-]
-
-[package.dependencies]
-tzdata = {version = "*", markers = "platform_system == \"Windows\""}
-
-[package.extras]
-devenv = ["black", "check-manifest", "flake8", "pyroma", "pytest (>=4.3)", "pytest-cov", "pytest-mock (>=3.3)", "zest.releaser"]
-
 [[package]]
 name = "uri-template"
 version = "1.3.0"
@@ -3934,67 +3648,6 @@ typing-extensions = {version = ">=4.0", markers = "python_version < \"3.11\""}
 [package.extras]
 standard = ["colorama (>=0.4)", "httptools (>=0.5.0)", "python-dotenv (>=0.13)", "pyyaml (>=5.1)", "uvloop (>=0.14.0,!=0.15.0,!=0.15.1)", "watchfiles (>=0.13)", "websockets (>=10.4)"]
 
-[[package]]
-name = "validators"
-version = "0.22.0"
-description = "Python Data Validation for Humans™"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "validators-0.22.0-py3-none-any.whl", hash = "sha256:61cf7d4a62bbae559f2e54aed3b000cea9ff3e2fdbe463f51179b92c58c9585a"},
-    {file = "validators-0.22.0.tar.gz", hash = "sha256:77b2689b172eeeb600d9605ab86194641670cdb73b60afd577142a9397873370"},
-]
-
-[package.extras]
-docs-offline = ["myst-parser (>=2.0.0)", "pypandoc-binary (>=1.11)", "sphinx (>=7.1.1)"]
-docs-online = ["mkdocs (>=1.5.2)", "mkdocs-git-revision-date-localized-plugin (>=1.2.0)", "mkdocs-material (>=9.2.6)", "mkdocstrings[python] (>=0.22.0)", "pyaml (>=23.7.0)"]
-hooks = ["pre-commit (>=3.3.3)"]
-package = ["build (>=1.0.0)", "twine (>=4.0.2)"]
-runner = ["tox (>=4.11.1)"]
-sast = ["bandit[toml] (>=1.7.5)"]
-testing = ["pytest (>=7.4.0)"]
-tooling = ["black (>=23.7.0)", "pyright (>=1.1.325)", "ruff (>=0.0.287)"]
-tooling-extras = ["pyaml (>=23.7.0)", "pypandoc-binary (>=1.11)", "pytest (>=7.4.0)"]
-
-[[package]]
-name = "watchdog"
-version = "3.0.0"
-description = "Filesystem events monitoring"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "watchdog-3.0.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:336adfc6f5cc4e037d52db31194f7581ff744b67382eb6021c868322e32eef41"},
-    {file = "watchdog-3.0.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:a70a8dcde91be523c35b2bf96196edc5730edb347e374c7de7cd20c43ed95397"},
-    {file = "watchdog-3.0.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:adfdeab2da79ea2f76f87eb42a3ab1966a5313e5a69a0213a3cc06ef692b0e96"},
-    {file = "watchdog-3.0.0-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:2b57a1e730af3156d13b7fdddfc23dea6487fceca29fc75c5a868beed29177ae"},
-    {file = "watchdog-3.0.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:7ade88d0d778b1b222adebcc0927428f883db07017618a5e684fd03b83342bd9"},
-    {file = "watchdog-3.0.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:7e447d172af52ad204d19982739aa2346245cc5ba6f579d16dac4bfec226d2e7"},
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-    {file = "watchdog-3.0.0-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:8ae9cda41fa114e28faf86cb137d751a17ffd0316d1c34ccf2235e8a84365c7f"},
-    {file = "watchdog-3.0.0-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:25f70b4aa53bd743729c7475d7ec41093a580528b100e9a8c5b5efe8899592fc"},
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-    {file = "watchdog-3.0.0-py3-none-manylinux2014_ppc64le.whl", hash = "sha256:51f90f73b4697bac9c9a78394c3acbbd331ccd3655c11be1a15ae6fe289a8c83"},
-    {file = "watchdog-3.0.0-py3-none-manylinux2014_s390x.whl", hash = "sha256:ba07e92756c97e3aca0912b5cbc4e5ad802f4557212788e72a72a47ff376950d"},
-    {file = "watchdog-3.0.0-py3-none-manylinux2014_x86_64.whl", hash = "sha256:d429c2430c93b7903914e4db9a966c7f2b068dd2ebdd2fa9b9ce094c7d459f33"},
-    {file = "watchdog-3.0.0-py3-none-win32.whl", hash = "sha256:3ed7c71a9dccfe838c2f0b6314ed0d9b22e77d268c67e015450a29036a81f60f"},
-    {file = "watchdog-3.0.0-py3-none-win_amd64.whl", hash = "sha256:4c9956d27be0bb08fc5f30d9d0179a855436e655f046d288e2bcc11adfae893c"},
-    {file = "watchdog-3.0.0-py3-none-win_ia64.whl", hash = "sha256:5d9f3a10e02d7371cd929b5d8f11e87d4bad890212ed3901f9b4d68767bee759"},
-    {file = "watchdog-3.0.0.tar.gz", hash = "sha256:4d98a320595da7a7c5a18fc48cb633c2e73cda78f93cac2ef42d42bf609a33f9"},
-]
-
-[package.extras]
-watchmedo = ["PyYAML (>=3.10)"]
-
 [[package]]
 name = "wcwidth"
 version = "0.2.6"
@@ -4048,22 +3701,7 @@ docs = ["Sphinx (>=6.0)", "sphinx-rtd-theme (>=1.1.0)"]
 optional = ["python-socks", "wsaccel"]
 test = ["websockets"]
 
-[[package]]
-name = "zipp"
-version = "3.17.0"
-description = "Backport of pathlib-compatible object wrapper for zip files"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "zipp-3.17.0-py3-none-any.whl", hash = "sha256:0e923e726174922dce09c53c59ad483ff7bbb8e572e00c7f7c46b88556409f31"},
-    {file = "zipp-3.17.0.tar.gz", hash = "sha256:84e64a1c28cf7e91ed2078bb8cc8c259cb19b76942096c8d7b84947690cabaf0"},
-]
-
-[package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy (>=0.9.1)", "pytest-ruff"]
-
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.10"
-content-hash = "4d01e4275f5483ad6d94d9d677be6016b3876624f8fe62ce849cac4910f26206"
+content-hash = "7f00206547508a8d26a57108690b1a412b6328a4855c9ec0ca5a33cd78a3ad3f"
diff --git a/pyproject.toml b/pyproject.toml
index 3905c53..b9fb23f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,7 +1,7 @@
 [tool.poetry]
 name = "movie-rec-system"
 version = "0.1.0"
-description = ""
+description = "Backend for Movie Recommendation System"
 authors = ["Magnus <97634880+MagnusS0@users.noreply.github.com>"]
 readme = "README.md"
 
@@ -21,7 +21,6 @@ pytest = "7.4.0"
 uvicorn = "0.23.2"
 httpx = "^0.24.1"
 seaborn = "^0.12.2"
-streamlit = "^1.25.0"
 
 [tool.jupysql.SqlMagic]
 autopandas = true