diff --git a/.gitignore b/.gitignore
index c7e7a70..8a1bfd1 100644
--- a/.gitignore
+++ b/.gitignore
@@ -13,4 +13,171 @@ build/
 dist/
 openml_pytorch.egg-info/
 
-datasets/
\ No newline at end of file
+datasets/
+
+dist/
+
+build/*
+
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+cover/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+#   For a library or package, you might want to ignore these files since the code is
+#   intended to run in multiple environments; otherwise, check them in:
+# .python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# poetry
+#   Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
+#   This is especially recommended for binary packages to ensure reproducibility, and is more
+#   commonly ignored for libraries.
+#   https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
+#poetry.lock
+
+# pdm
+#   Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
+#pdm.lock
+#   pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
+#   in version control.
+#   https://pdm.fming.dev/latest/usage/project/#working-with-version-control
+.pdm.toml
+.pdm-python
+.pdm-build/
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+# PyCharm
+#  JetBrains specific template is maintained in a separate JetBrains.gitignore that can
+#  be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
+#  and can be added to the global gitignore or merged into this file.  For a more nuclear
+#  option (not recommended) you can uncomment the following to ignore the entire idea folder.
+#.idea/
\ No newline at end of file
diff --git a/docs/Examples/.DS_Store b/docs/Examples/.DS_Store
index feb937f..fc16b09 100644
Binary files a/docs/Examples/.DS_Store and b/docs/Examples/.DS_Store differ
diff --git a/mkdocs.yml b/mkdocs.yml
index 483a917..6525e58 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -36,6 +36,7 @@ markdown_extensions:
 plugins:
   - search
   - mkdocs-jupyter
+  - awesome-pages
   # - mknotebooks:
       # execute: false
   - mkdocstrings:
@@ -47,4 +48,21 @@ plugins:
           show_source: true
           options:
             docstring_section_style: table
-            show_docstring_functions: true
\ No newline at end of file
+            show_docstring_functions: true
+
+nav:
+  - Home: "index.md"
+  - "API Reference":
+    - "Callbacks": "API reference/Callbacks.md"
+    - "Custom Datasets": "API reference/Custom Datasets.md"
+    - "Metrics" : "API reference/Metrics.md"
+    - "OpenML Connection" : "API reference/OpenML Connection.md"
+    - "Trainer" : "API reference/Trainer.md"
+  - Examples: 
+    - "Create Dataset and Task" : "Examples/Create Dataset and Task.ipynb"
+    - "Image Classification Task" : "Examples/Image Classification Task.ipynb"
+    - "Pretrained Transformer Image Classification Task" : "Examples/Pretrained Transformer Image Classification Task.ipynb"
+    - "Sequential Classification Task" : "Examples/Sequential Classification Task.ipynb"
+    - "Tabular Classification" : "Examples/Tabular Classification.ipynb"
+  - "Limitations of the API":  "Limitations of the API.md"
+  - "Philosphy behind the API Design" : "Philosophy behind the API Design.md"
\ No newline at end of file