diff --git a/.github/workflows/publish.yaml b/.github/workflows/publish.yaml
new file mode 100644
index 0000000..61006ea
--- /dev/null
+++ b/.github/workflows/publish.yaml
@@ -0,0 +1,89 @@
+name: Bump version
+on:
+  pull_request:
+    types:
+      - closed
+
+jobs:
+  test:
+    if: github.event.pull_request.merged == true
+    name: ${{ matrix.name }}
+    runs-on: ${{ matrix.os }}
+    timeout-minutes: 10
+    strategy:
+      matrix:
+        include:
+          - name: 'check'
+            python: '3.9'
+            toxpython: 'python3.9'
+            os: 'ubuntu-latest'
+          - name: 'py39 (ubuntu)'
+            python: '3.9'
+            toxpython: 'python3.9'
+            python_arch: 'x64'
+            os: 'ubuntu-latest'
+          - name: 'py39 (windows)'
+            python: '3.9'
+            toxpython: 'python3.9'
+            python_arch: 'x64'
+            os: 'windows-latest'
+          - name: 'py39 (macos)'
+            python: '3.9'
+            toxpython: 'python3.9'
+            python_arch: 'arm64'
+            os: 'macos-latest'
+    steps:
+    - name: Checkout code
+      uses: actions/checkout@v4
+      with:
+        ref: ${{ github.event.pull_request.merge_commit_sha }}
+        fetch-depth: '0'
+    - name: Set up Python ${{ matrix.python }}
+      uses: actions/setup-python@v5
+      with:
+        python-version: ${{ matrix.python }}
+    - name: Install Poetry
+      run: pipx install poetry || pip install poetry
+    - name: Install dependencies
+      run: poetry install --with dev
+    - name: Run tests
+      run: poetry run pytest
+
+  bump_version_and_publish:
+    needs: test
+    runs-on: ubuntu-latest
+    permissions:
+      contents: write
+    steps:
+    - name: Checkout code
+      uses: actions/checkout@v4
+      with:
+        ref: ${{ github.event.pull_request.merge_commit_sha }}
+        fetch-depth: '0'
+    - name: Set up Python ${{ matrix.python }}
+      uses: actions/setup-python@v5
+      with:
+        python-version: '3.9'
+    - name: Install Poetry
+      run: pipx install poetry || pip install poetry
+    - name: Install dependencies
+      run: poetry install --with dev
+    - name: Bump version and push tag
+      if: success() # Only continue if all was successful till now
+      uses: anothrNick/github-tag-action@1.67.0
+      env:
+        GITHUB_TOKEN: ${{ secrets.lib-ml-tag-bump-token }}
+        DEFAULT_BUMP: patch
+        TAG_CONTEXT: branch
+        WITH_V: false
+        PRERELEASE: false
+    - name: Update files with new version
+      if: success() # Only continue if tagging was successful
+      run: poetry run bump-my-version replace --config-file pyproject.toml --new-version $(git describe --tags --abbrev=0)
+    - name: Build and publish to PyPI
+      if: success() # Only continue if version in files was updated
+      run: |
+        poetry config repositories.testpypi https://test.pypi.org/legacy/
+        poetry publish --build -r testpypi -u __token__ -p ${{ secrets.PYPI_TEST_ACCOUNT }} --name
+  
+    
\ No newline at end of file
diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..648c309
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,75 @@
+*.py[cod]
+__pycache__
+
+# Temp files
+.*.sw[po]
+*~
+*.bak
+.DS_Store
+
+# C extensions
+*.so
+
+# Build and package files
+*.egg
+*.egg-info
+.bootstrap
+.build
+.cache
+.eggs
+.env
+.installed.cfg
+.ve
+bin
+build
+develop-eggs
+dist
+eggs
+lib
+lib64
+parts
+pip-wheel-metadata/
+pyvenv*/
+sdist
+var
+venv*/
+.venv*/
+wheelhouse
+
+# Installer logs
+pip-log.txt
+
+# Unit test / coverage reports
+.benchmarks
+.coverage
+.coverage.*
+.pytest
+.pytest_cache/
+.tox
+coverage.xml
+htmlcov
+nosetests.xml
+
+# Translations
+*.mo
+
+# Buildout
+.mr.developer.cfg
+
+# IDE project files
+*.iml
+*.komodoproject
+.idea
+.project
+.pydevproject
+.vscode
+
+# Complexity
+output/*.html
+output/*/index.html
+
+# Sphinx
+docs/_build
+
+# Mypy Cache
+.mypy_cache/
diff --git a/LICENSE b/LICENSE
new file mode 100644
index 0000000..6ab07e7
--- /dev/null
+++ b/LICENSE
@@ -0,0 +1,9 @@
+MIT License
+
+Copyright (c) 2024, Shayan Ramezani
+
+Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice (including the next paragraph) shall be included in all copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
\ No newline at end of file
diff --git a/README.md b/README.md
index b5934ff..734bc17 100644
--- a/README.md
+++ b/README.md
@@ -1 +1,42 @@
-# lib-ml
\ No newline at end of file
+# package_template_tester
+
+<div align="center">
+
+<!-- [![Build status](https://github.com/test/package_template_tester/workflows/build/badge.svg?branch=master&event=push)](https://github.com/test/package_template_tester/actions?query=workflow%3Abuild)
+[![Python Version](https://img.shields.io/pypi/pyversions/package_template_tester.svg)](https://pypi.org/project/package_template_tester/)
+[![Dependencies Status](https://img.shields.io/badge/dependencies-up%20to%20date-brightgreen.svg)](https://github.com/test/package_template_tester/pulls?utf8=%E2%9C%93&q=is%3Apr%20author%3Aapp%2Fdependabot)
+
+[![Code style: black](https://img.shields.io/badge/code%20style-black-000000.svg)](https://github.com/psf/black)
+[![Security: bandit](https://img.shields.io/badge/security-bandit-green.svg)](https://github.com/PyCQA/bandit)
+[![Pre-commit](https://img.shields.io/badge/pre--commit-enabled-brightgreen?logo=pre-commit&logoColor=white)](https://github.com/test/package_template_tester/blob/master/.pre-commit-config.yaml)
+[![Semantic Versions](https://img.shields.io/badge/%20%20%F0%9F%93%A6%F0%9F%9A%80-semantic--versions-e10079.svg)](https://github.com/test/package_template_tester/releases)
+[![License](https://img.shields.io/github/license/test/package_template_tester)](https://github.com/test/package_template_tester/blob/master/LICENSE)
+![Coverage Report](assets/images/coverage.svg) -->
+
+
+</div>
+
+## Installation
+Inside your virtual environment run:
+
+```bash
+poetry add package_template_tester
+```
+
+or install with `pip`
+
+```bash
+pip install package_template_tester
+```
+
+Now you can import the library inside python modules
+
+```python
+from lib_ml_remla import preprocess_data, split_data
+```
+
+## 🛡 License
+
+[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)
+
+This project is licensed under the terms of the `MIT` license. See [LICENSE](https://github.com/remla24-team10/lib-ml/blob/main/LICENSE) for more details.
diff --git a/poetry.lock b/poetry.lock
new file mode 100644
index 0000000..f1d13db
--- /dev/null
+++ b/poetry.lock
@@ -0,0 +1,1570 @@
+# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand.
+
+[[package]]
+name = "absl-py"
+version = "2.1.0"
+description = "Abseil Python Common Libraries, see https://github.com/abseil/abseil-py."
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "absl-py-2.1.0.tar.gz", hash = "sha256:7820790efbb316739cde8b4e19357243fc3608a152024288513dd968d7d959ff"},
+    {file = "absl_py-2.1.0-py3-none-any.whl", hash = "sha256:526a04eadab8b4ee719ce68f204172ead1027549089702d99b9059f129ff1308"},
+]
+
+[[package]]
+name = "annotated-types"
+version = "0.6.0"
+description = "Reusable constraint types to use with typing.Annotated"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "annotated_types-0.6.0-py3-none-any.whl", hash = "sha256:0641064de18ba7a25dee8f96403ebc39113d0cb953a01429249d5c7564666a43"},
+    {file = "annotated_types-0.6.0.tar.gz", hash = "sha256:563339e807e53ffd9c267e99fc6d9ea23eb8443c08f112651963e24e22f84a5d"},
+]
+
+[[package]]
+name = "astunparse"
+version = "1.6.3"
+description = "An AST unparser for Python"
+optional = false
+python-versions = "*"
+files = [
+    {file = "astunparse-1.6.3-py2.py3-none-any.whl", hash = "sha256:c2652417f2c8b5bb325c885ae329bdf3f86424075c4fd1a128674bc6fba4b8e8"},
+    {file = "astunparse-1.6.3.tar.gz", hash = "sha256:5ad93a8456f0d084c3456d059fd9a92cce667963232cbf763eac3bc5b7940872"},
+]
+
+[package.dependencies]
+six = ">=1.6.1,<2.0"
+wheel = ">=0.23.0,<1.0"
+
+[[package]]
+name = "bracex"
+version = "2.4"
+description = "Bash style brace expander."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "bracex-2.4-py3-none-any.whl", hash = "sha256:efdc71eff95eaff5e0f8cfebe7d01adf2c8637c8c92edaf63ef348c241a82418"},
+    {file = "bracex-2.4.tar.gz", hash = "sha256:a27eaf1df42cf561fed58b7a8f3fdf129d1ea16a81e1fadd1d17989bc6384beb"},
+]
+
+[[package]]
+name = "bump-my-version"
+version = "0.21.0"
+description = "Version bump your Python project"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "bump_my_version-0.21.0-py3-none-any.whl", hash = "sha256:a614d8176b5ac0e644239c9a8a246b696d316f68406fd78b8486a9e13fc93266"},
+    {file = "bump_my_version-0.21.0.tar.gz", hash = "sha256:c3f1a31e32345679b517cbba99a0875457ee45d7ba6189fcd2a74d3ddae41515"},
+]
+
+[package.dependencies]
+click = "*"
+pydantic = ">=2.0.0"
+pydantic-settings = "*"
+questionary = "*"
+rich = "*"
+rich-click = "*"
+tomlkit = "*"
+wcmatch = ">=8.5.1"
+
+[package.extras]
+dev = ["generate-changelog (>=0.7.6)", "git-fame (>=1.12.2)", "pip-tools", "pre-commit"]
+docs = ["black", "markdown-customblocks", "mdx-truly-sane-lists", "mkdocs", "mkdocs-click", "mkdocs-drawio", "mkdocs-gen-files", "mkdocs-git-authors-plugin", "mkdocs-git-committers-plugin", "mkdocs-git-revision-date-localized-plugin", "mkdocs-include-markdown-plugin", "mkdocs-literate-nav", "mkdocs-material", "mkdocstrings[python]", "python-frontmatter"]
+test = ["coverage", "freezegun", "pre-commit", "pytest", "pytest-cov", "pytest-mock", "pytest-sugar"]
+
+[[package]]
+name = "cachetools"
+version = "5.3.3"
+description = "Extensible memoizing collections and decorators"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "cachetools-5.3.3-py3-none-any.whl", hash = "sha256:0abad1021d3f8325b2fc1d2e9c8b9c9d57b04c3932657a72465447332c24d945"},
+    {file = "cachetools-5.3.3.tar.gz", hash = "sha256:ba29e2dfa0b8b556606f097407ed1aa62080ee108ab0dc5ec9d6a723a007d105"},
+]
+
+[[package]]
+name = "certifi"
+version = "2024.2.2"
+description = "Python package for providing Mozilla's CA Bundle."
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "certifi-2024.2.2-py3-none-any.whl", hash = "sha256:dc383c07b76109f368f6106eee2b593b04a011ea4d55f652c6ca24a754d1cdd1"},
+    {file = "certifi-2024.2.2.tar.gz", hash = "sha256:0569859f95fc761b18b45ef421b1290a0f65f147e92a1e5eb3e635f9a5e4e66f"},
+]
+
+[[package]]
+name = "charset-normalizer"
+version = "3.3.2"
+description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
+optional = false
+python-versions = ">=3.7.0"
+files = [
+    {file = "charset-normalizer-3.3.2.tar.gz", hash = "sha256:f30c3cb33b24454a82faecaf01b19c18562b1e89558fb6c56de4d9118a032fd5"},
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+]
+
+[[package]]
+name = "zipp"
+version = "3.18.1"
+description = "Backport of pathlib-compatible object wrapper for zip files"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "zipp-3.18.1-py3-none-any.whl", hash = "sha256:206f5a15f2af3dbaee80769fb7dc6f249695e940acca08dfb2a4769fe61e538b"},
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+]
+
+[package.extras]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
+
+[metadata]
+lock-version = "2.0"
+python-versions = "~3.9"
+content-hash = "2a987e2fc16b0e2a669100e9606d6d907617f7d2b5c3977e4321d4da1e98433d"
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..4ee359f
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,61 @@
+[tool.poetry]
+name = "lib-ml-REMLA10-2024"
+version = "0.0.0"
+description = "Pre-processing logic for some ML work."
+authors = ["Jan <j2000.vdm@gmail.com>", "Shayan Ramezani <s.ramezani@student.tudelft.nl>", "Remi Lejeune <R.J.Lejeune@student.tudelft.nl>", "Michael Chan <J.M.Chan@student.tudelft.nl>"]
+license = "MIT"
+readme = "README.md"
+packages = [
+    { include = "lib_ml_remla", from = "src" }
+]
+
+[tool.poetry.dependencies]
+python = "~3.9"
+keras = "^2.10"
+scikit-learn = "1.2.2"
+tensorflow = "~2.10"
+tensorflow-io-gcs-filesystem ="0.31.0"
+
+[tool.poetry.group.dev]
+optional = true
+
+[tool.poetry.group.dev.dependencies]
+bump-my-version = "^0.21.0"
+pytest = "^8.0.0"
+numpy = "^1.26"
+
+[build-system]
+requires = ["setuptools>=61.0", "wheel"]
+build-backend = "setuptools.build_meta"
+
+[tool.bumpversion]
+parse = """(?x)
+    (?P<major>0|[1-9]\\d*)\\.
+    (?P<minor>0|[1-9]\\d*)\\.
+    (?P<patch>0|[1-9]\\d*)
+    (?:
+        -?                            # dash separator for pre-release section
+        (beta.)                       # pre-release label
+        (?P<pre_n>0|[1-9]\\d*)        # pre-release version number
+    )?                                # pre-release section is optional
+"""
+serialize = [
+    "{major}.{minor}.{patch}-beta.{pre_n}",
+    "{major}.{minor}.{patch}",
+]
+current_version = "(0|[1-9]\\d*)\\.(0|[1-9]\\d*)\\.(0|[1-9]\\d*)(-beta\\.(0|[1-9]\\d*))?"
+regex = true
+ignore_missing_version = false
+tag = false
+commit = true
+message = "Bump version: {current_version} → {new_version}"
+
+[[tool.bumpversion.files]]
+filename = "pyproject.toml"
+search = 'version = "{current_version}"'
+replace = 'version = "{new_version}"'
+
+[[tool.bumpversion.files]]
+filename = "src/lib_ml/__init__.py"
+search = '__version__ = "{current_version}"'
+replace = '__version__ = "{new_version}"'
diff --git a/src/lib_ml_remla/__init__.py b/src/lib_ml_remla/__init__.py
new file mode 100644
index 0000000..9117589
--- /dev/null
+++ b/src/lib_ml_remla/__init__.py
@@ -0,0 +1,3 @@
+__version__ = "0.0.0"
+
+from .preprocess import split_data, preprocess_data
\ No newline at end of file
diff --git a/src/lib_ml_remla/preprocess.py b/src/lib_ml_remla/preprocess.py
new file mode 100644
index 0000000..0f4923a
--- /dev/null
+++ b/src/lib_ml_remla/preprocess.py
@@ -0,0 +1,72 @@
+"""
+Provides functions to preprocess data.
+
+"""
+import os
+import sys
+import numpy as np
+from sklearn.preprocessing import LabelEncoder
+from keras._tf_keras.keras.preprocessing.text import Tokenizer
+from keras._tf_keras.keras.preprocessing.sequence import pad_sequences
+
+
+def split_data(train: list[str], test: list[str], val: list[str]) -> tuple[list[str], list[str], list[str], list[str], list[str], list[str]]:
+    """
+    Split the data into training, validation, and test sets.
+
+    Args:
+        train: List of strings containing the training data.
+        test: List of strings containing the test data.
+        val: List of strings containing the validation data.
+
+    Returns:
+        Tuple of the split data in the form (X_train, y_train, X_val, y_val, X_test, y_test).
+    """
+    raw_X_train = [line.split("\t")[1] for line in train]
+    raw_y_train = [line.split("\t")[0] for line in train]
+
+    raw_X_test = [line.split("\t")[1] for line in test]
+    raw_y_test = [line.split("\t")[0] for line in test]
+    
+    raw_X_val = [line.split("\t")[1] for line in val]
+    raw_y_val = [line.split("\t")[0] for line in val]
+
+    return raw_X_train, raw_y_train, raw_X_val, raw_y_val, raw_X_test, raw_y_test
+
+
+def preprocess_data(raw_X_train: list[str], raw_y_train: list[str],
+                    raw_X_val: list[str], raw_y_val: list[str],
+                    raw_X_test: list[str], raw_y_test: list[str], sequence_length: int = 200
+                    ) -> tuple[np.ndarray, np.ndarray, np.ndarray,
+                               np.ndarray, np.ndarray, np.ndarray, dict[str, int]]:
+    """
+    Preprocess the data for training the model.
+
+    Args:
+        raw_X_train: List of strings containing the training data.
+        raw_y_train: List of strings containing the training labels.
+        raw_X_val: List of strings containing the validation data.
+        raw_y_val: List of strings containing the validation labels.
+        raw_X_test: List of strings containing the test data.
+        raw_y_test: List of strings containing the test labels.
+        sequence_length: The length of the sequences to pad the data to.
+
+    Returns:
+        Tuple of preprocessed data in the form (X_train, y_train, X_val, y_val, X_test, y_test, char_index).
+
+    """
+    # Tokenize the dataset
+    tokenizer = Tokenizer(lower=True, char_level=True, oov_token='-n-')
+    tokenizer.fit_on_texts(raw_X_train + raw_X_val + raw_X_test)
+    char_index = tokenizer.word_index
+
+    X_train = pad_sequences(tokenizer.texts_to_sequences(raw_X_train), maxlen=sequence_length)
+    X_val = pad_sequences(tokenizer.texts_to_sequences(raw_X_val), maxlen=sequence_length)
+    X_test = pad_sequences(tokenizer.texts_to_sequences(raw_X_test), maxlen=sequence_length)
+    encoder = LabelEncoder()
+
+    y_train = encoder.fit_transform(raw_y_train)
+    y_val = encoder.transform(raw_y_val)
+    y_test = encoder.transform(raw_y_test)
+
+    return X_train, y_train, X_val, y_val, X_test, y_test, char_index
diff --git a/tests/test_preprocess.py b/tests/test_preprocess.py
new file mode 100644
index 0000000..2f27697
--- /dev/null
+++ b/tests/test_preprocess.py
@@ -0,0 +1,45 @@
+import pytest
+from lib_ml_remla import split_data, preprocess_data
+import numpy as np
+
+# Sample data for testing
+@pytest.fixture
+def sample_data():
+    train = ["0\tThe quick brown fox", "1\tjumps over the lazy dog"]
+    test = ["0\tLorem ipsum dolor sit", "1\tamet, consectetur adipiscing elit"]
+    val = ["0\tSed do eiusmod tempor", "1\tincididunt ut labore et dolore magna aliqua"]
+    return train, test, val
+
+def test_split_data(sample_data):
+    train, test, val = sample_data
+    X_train, y_train, X_val, y_val, X_test, y_test = split_data(train, test, val)
+
+    assert X_train == ["The quick brown fox", "jumps over the lazy dog"]
+    assert y_train == ["0", "1"]
+    assert X_test == ["Lorem ipsum dolor sit", "amet, consectetur adipiscing elit"]
+    assert y_test == ["0", "1"]
+    assert X_val == ["Sed do eiusmod tempor", "incididunt ut labore et dolore magna aliqua"]
+    assert y_val == ["0", "1"]
+
+def test_preprocess_data(sample_data):
+    train, test, val = sample_data
+    _, y_train, _, y_val, _, y_test = split_data(train, test, val)
+    X_train, y_train, X_val, y_val, X_test, y_test, char_index = preprocess_data(
+        ["The quick brown fox", "jumps over the lazy dog"],
+        y_train,
+        ["Sed do eiusmod tempor", "incididunt ut labore et dolore magna aliqua"],
+        y_val,
+        ["Lorem ipsum dolor sit", "amet, consectetur adipiscing elit"],
+        y_test
+    )
+
+    assert isinstance(X_train, np.ndarray)
+    assert isinstance(X_val, np.ndarray)
+    assert isinstance(X_test, np.ndarray)
+    assert len(char_index) > 0  # Check if tokenizer created a character index
+    assert X_train.shape == (2, 200)  # Assuming sequence_length is 200
+    assert X_val.shape == (2, 200)
+    assert X_test.shape == (2, 200)
+    assert y_train.shape == (2,)
+    assert y_val.shape == (2,)
+    assert y_test.shape == (2,)