diff --git a/.github/workflows/docker-publish.yml b/.github/workflows/docker-publish.yml
new file mode 100644
index 0000000..6e2384d
--- /dev/null
+++ b/.github/workflows/docker-publish.yml
@@ -0,0 +1,48 @@
+# Publishes docker image, pinning actions to a commit SHA,
+# and updating most recently built image with the latest tag.
+# Can be triggered by either pushing a commit that changes the `Dockerfile`, 
+# or manually dispatching the workflow.
+
+name: Publish Docker image
+
+on: 
+  workflow_dispatch:
+  push: 
+    branches:
+      - main
+      - create-dockerfile
+    paths: 
+      - 'Dockerfile'
+      - 'conda-linux-64.lock'
+      
+jobs:
+  push_to_registry:
+    name: Push Docker image to Docker Hub
+    runs-on: ubuntu-latest
+    steps:
+      - name: Check out the repo
+        uses: actions/checkout@v4
+      
+      - name: Log in to Docker Hub
+        uses: docker/login-action@v3
+        with:
+          username: ${{ secrets.DOCKER_USERNAME }}
+          password: ${{ secrets.DOCKER_PASSWORD }}
+      
+      - name: Extract metadata (tags, labels) for Docker
+        id: meta
+        uses: docker/metadata-action@v5
+        with:
+          images: bfrizzell/mushroom_classifier
+          tags: |
+            type=raw, value={{sha}},enable=${{github.ref_type != 'tag' }}
+            type=raw, value=latest
+      
+      - name: Build and push Docker image
+        uses: docker/build-push-action@v6
+        with:
+          context: .
+          file: ./Dockerfile
+          push: true
+          tags: ${{ steps.meta.outputs.tags }}
+          labels: ${{ steps.meta.outputs.labels }}
diff --git a/.gitignore b/.gitignore
index 25f46c8..7be1298 100644
--- a/.gitignore
+++ b/.gitignore
@@ -2,4 +2,7 @@
 *.log
 
 # ignore caches
-.jupyter/
\ No newline at end of file
+.jupyter/
+.cache/
+.ipython/
+.local/
diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 0000000..6b1f7a1
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,8 @@
+FROM quay.io/jupyter/minimal-notebook:afe30f0c9ad8
+
+COPY conda-linux-64.lock /tmp/conda-linux-64.lock
+RUN mamba update --quiet --file /tmp/conda-linux-64.lock \
+    && mamba clean --all -y -f \
+    && fix-permissions "${CONDA_DIR}" \
+    && fix-permissions "/home/${NB_USER}"
+RUN pip install deepchecks==0.18.1
diff --git a/conda-linux-64.lock b/conda-linux-64.lock
new file mode 100644
index 0000000..de978da
--- /dev/null
+++ b/conda-linux-64.lock
@@ -0,0 +1,205 @@
+# Generated by conda-lock.
+# platform: linux-64
+# input_hash: 396a340a2ce6fe51186ae0897e1a12987701476c202db13e2ee6c7eac4e1af0a
+@EXPLICIT
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index 34ab5d6..0000000
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-- name: libiconv
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-- name: libiconv
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-- name: libjpeg-turbo
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-- name: liblapack
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-- name: liblapack
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-- name: liblapack
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-- name: liblapack
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-- name: libllvm19
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-- name: libmpdec
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-- name: libmpdec
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-- name: libmpdec
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-- name: libmpdec
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-- name: libntlm
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-  dependencies:
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-- name: libopenblas
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-- name: libopenblas
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-- name: libopenblas
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-- name: libopengl
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-- name: libpciaccess
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-  dependencies:
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-- name: libpng
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-- name: libwebp-base
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-- name: libwebp-base
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-- name: libxcb
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-- name: libxcb
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-- name: libxcb
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-- name: libxml2
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-- name: libxslt
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-- name: libxslt
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-- name: xorg-libxau
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-- name: xorg-libxau
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-- name: xorg-libxcomposite
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-- name: xorg-libxdmcp
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-- name: xorg-libxfixes
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-- name: xorg-libxi
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-- name: xorg-libxrandr
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-- name: xorg-libxrender
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-    xorg-libx11: '>=1.8.10,<2.0a0'
-    xorg-libxext: '>=1.3.6,<2.0a0'
-    xorg-libxi: '>=1.7.10,<2.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/xorg-libxtst-1.2.5-hb9d3cd8_3.conda
-  hash:
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-    sha256: 752fdaac5d58ed863bbf685bb6f98092fe1a488ea8ebb7ed7b606ccfce08637a
-  category: main
-  optional: false
-- name: xorg-libxxf86vm
-  version: 1.1.5
-  manager: conda
-  platform: linux-64
-  dependencies:
-    __glibc: '>=2.17,<3.0.a0'
-    libgcc: '>=13'
-    xorg-libx11: '>=1.8.10,<2.0a0'
-    xorg-libxext: '>=1.3.6,<2.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/xorg-libxxf86vm-1.1.5-hb9d3cd8_4.conda
-  hash:
-    md5: 7da9007c0582712c4bad4131f89c8372
-    sha256: 0b8f062a5b4a2c3833267285b7d41b3542f54d2c935c86ca98504c3e5296354c
-  category: main
-  optional: false
-- name: xorg-xorgproto
-  version: '2024.1'
-  manager: conda
-  platform: linux-64
-  dependencies:
-    __glibc: '>=2.17,<3.0.a0'
-    libgcc: '>=13'
-  url: https://conda.anaconda.org/conda-forge/linux-64/xorg-xorgproto-2024.1-hb9d3cd8_1.conda
-  hash:
-    md5: 7c21106b851ec72c037b162c216d8f05
-    sha256: 1316680be6edddee0156b86ec1102fc8286f51c1a5440366ed1db596a2dc3731
-  category: main
-  optional: false
-- name: xz
-  version: 5.2.6
-  manager: conda
-  platform: linux-64
-  dependencies:
-    libgcc-ng: '>=12'
-  url: https://conda.anaconda.org/conda-forge/linux-64/xz-5.2.6-h166bdaf_0.tar.bz2
-  hash:
-    md5: 2161070d867d1b1204ea749c8eec4ef0
-    sha256: 03a6d28ded42af8a347345f82f3eebdd6807a08526d47899a42d62d319609162
-  category: main
-  optional: false
-- name: xz
-  version: 5.2.6
-  manager: conda
-  platform: osx-64
-  dependencies: {}
-  url: https://conda.anaconda.org/conda-forge/osx-64/xz-5.2.6-h775f41a_0.tar.bz2
-  hash:
-    md5: a72f9d4ea13d55d745ff1ed594747f10
-    sha256: eb09823f34cc2dd663c0ec4ab13f246f45dcd52e5b8c47b9864361de5204a1c8
-  category: main
-  optional: false
-- name: xz
-  version: 5.2.6
-  manager: conda
-  platform: osx-arm64
-  dependencies: {}
-  url: https://conda.anaconda.org/conda-forge/osx-arm64/xz-5.2.6-h57fd34a_0.tar.bz2
-  hash:
-    md5: 39c6b54e94014701dd157f4f576ed211
-    sha256: 59d78af0c3e071021cfe82dc40134c19dab8cdf804324b62940f5c8cd71803ec
-  category: main
-  optional: false
-- name: xz
-  version: 5.2.6
-  manager: conda
-  platform: win-64
-  dependencies:
-    vc: '>=14.1,<15'
-    vs2015_runtime: '>=14.16.27033'
-  url: https://conda.anaconda.org/conda-forge/win-64/xz-5.2.6-h8d14728_0.tar.bz2
-  hash:
-    md5: 515d77642eaa3639413c6b1bc3f94219
-    sha256: 54d9778f75a02723784dc63aff4126ff6e6749ba21d11a6d03c1f4775f269fe0
-  category: main
-  optional: false
-- name: zeromq
-  version: 4.3.5
-  manager: conda
-  platform: linux-64
-  dependencies:
-    __glibc: '>=2.17,<3.0.a0'
-    krb5: '>=1.21.3,<1.22.0a0'
-    libgcc: '>=13'
-    libsodium: '>=1.0.20,<1.0.21.0a0'
-    libstdcxx: '>=13'
-  url: https://conda.anaconda.org/conda-forge/linux-64/zeromq-4.3.5-h3b0a872_7.conda
-  hash:
-    md5: 3947a35e916fcc6b9825449affbf4214
-    sha256: a4dc72c96848f764bb5a5176aa93dd1e9b9e52804137b99daeebba277b31ea10
-  category: main
-  optional: false
-- name: zeromq
-  version: 4.3.5
-  manager: conda
-  platform: osx-64
-  dependencies:
-    __osx: '>=10.13'
-    krb5: '>=1.21.3,<1.22.0a0'
-    libcxx: '>=18'
-    libsodium: '>=1.0.20,<1.0.21.0a0'
-  url: https://conda.anaconda.org/conda-forge/osx-64/zeromq-4.3.5-h7130eaa_7.conda
-  hash:
-    md5: 6a0a76cd2b3d575e1b7aaeb283b9c3ed
-    sha256: b932dce8c9de9a8ffbf0db0365d29677636e599f7763ca51e554c43a0c5f8389
-  category: main
-  optional: false
-- name: zeromq
-  version: 4.3.5
-  manager: conda
-  platform: osx-arm64
-  dependencies:
-    __osx: '>=11.0'
-    krb5: '>=1.21.3,<1.22.0a0'
-    libcxx: '>=18'
-    libsodium: '>=1.0.20,<1.0.21.0a0'
-  url: https://conda.anaconda.org/conda-forge/osx-arm64/zeromq-4.3.5-hc1bb282_7.conda
-  hash:
-    md5: f7e6b65943cb73bce0143737fded08f1
-    sha256: 9e585569fe2e7d3bea71972cd4b9f06b1a7ab8fa7c5139f92a31cbceecf25a8a
-  category: main
-  optional: false
-- name: zeromq
-  version: 4.3.5
-  manager: conda
-  platform: win-64
-  dependencies:
-    krb5: '>=1.21.3,<1.22.0a0'
-    libsodium: '>=1.0.20,<1.0.21.0a0'
-    ucrt: '>=10.0.20348.0'
-    vc: '>=14.2,<15'
-    vc14_runtime: '>=14.29.30139'
-  url: https://conda.anaconda.org/conda-forge/win-64/zeromq-4.3.5-ha9f60a1_7.conda
-  hash:
-    md5: e03f2c245a5ee6055752465519363b1c
-    sha256: 15cc8e2162d0a33ffeb3f7b7c7883fd830c54a4b1be6a4b8c7ee1f4fef0088fb
-  category: main
-  optional: false
-- name: zipp
-  version: 3.21.0
-  manager: conda
-  platform: linux-64
-  dependencies:
-    python: '>=3.8'
-  url: https://conda.anaconda.org/conda-forge/noarch/zipp-3.21.0-pyhd8ed1ab_0.conda
-  hash:
-    md5: fee389bf8a4843bd7a2248ce11b7f188
-    sha256: 232a30e4b0045c9de5e168dda0328dc0e28df9439cdecdfb97dd79c1c82c4cec
-  category: main
-  optional: false
-- name: zipp
-  version: 3.21.0
-  manager: conda
-  platform: osx-64
-  dependencies:
-    python: '>=3.8'
-  url: https://conda.anaconda.org/conda-forge/noarch/zipp-3.21.0-pyhd8ed1ab_0.conda
-  hash:
-    md5: fee389bf8a4843bd7a2248ce11b7f188
-    sha256: 232a30e4b0045c9de5e168dda0328dc0e28df9439cdecdfb97dd79c1c82c4cec
-  category: main
-  optional: false
-- name: zipp
-  version: 3.21.0
-  manager: conda
-  platform: osx-arm64
-  dependencies:
-    python: '>=3.8'
-  url: https://conda.anaconda.org/conda-forge/noarch/zipp-3.21.0-pyhd8ed1ab_0.conda
-  hash:
-    md5: fee389bf8a4843bd7a2248ce11b7f188
-    sha256: 232a30e4b0045c9de5e168dda0328dc0e28df9439cdecdfb97dd79c1c82c4cec
-  category: main
-  optional: false
-- name: zipp
-  version: 3.21.0
-  manager: conda
-  platform: win-64
-  dependencies:
-    python: '>=3.8'
-  url: https://conda.anaconda.org/conda-forge/noarch/zipp-3.21.0-pyhd8ed1ab_0.conda
-  hash:
-    md5: fee389bf8a4843bd7a2248ce11b7f188
-    sha256: 232a30e4b0045c9de5e168dda0328dc0e28df9439cdecdfb97dd79c1c82c4cec
-  category: main
-  optional: false
-- name: zlib
-  version: 1.3.1
-  manager: conda
-  platform: linux-64
-  dependencies:
-    __glibc: '>=2.17,<3.0.a0'
-    libgcc: '>=13'
-    libzlib: 1.3.1
-  url: https://conda.anaconda.org/conda-forge/linux-64/zlib-1.3.1-hb9d3cd8_2.conda
-  hash:
-    md5: c9f075ab2f33b3bbee9e62d4ad0a6cd8
-    sha256: 5d7c0e5f0005f74112a34a7425179f4eb6e73c92f5d109e6af4ddeca407c92ab
-  category: main
-  optional: false
-- name: zlib
-  version: 1.3.1
-  manager: conda
-  platform: win-64
-  dependencies:
-    libzlib: 1.3.1
-    ucrt: '>=10.0.20348.0'
-    vc: '>=14.2,<15'
-    vc14_runtime: '>=14.29.30139'
-  url: https://conda.anaconda.org/conda-forge/win-64/zlib-1.3.1-h2466b09_2.conda
-  hash:
-    md5: be60c4e8efa55fddc17b4131aa47acbd
-    sha256: 8c688797ba23b9ab50cef404eca4d004a948941b6ee533ead0ff3bf52012528c
-  category: main
-  optional: false
-- name: zstd
-  version: 1.5.6
-  manager: conda
-  platform: linux-64
-  dependencies:
-    libgcc-ng: '>=12'
-    libstdcxx-ng: '>=12'
-    libzlib: '>=1.2.13,<2.0.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/zstd-1.5.6-ha6fb4c9_0.conda
-  hash:
-    md5: 4d056880988120e29d75bfff282e0f45
-    sha256: c558b9cc01d9c1444031bd1ce4b9cff86f9085765f17627a6cd85fc623c8a02b
-  category: main
-  optional: false
-- name: zstd
-  version: 1.5.6
-  manager: conda
-  platform: osx-64
-  dependencies:
-    __osx: '>=10.9'
-    libzlib: '>=1.2.13,<2.0.0a0'
-  url: https://conda.anaconda.org/conda-forge/osx-64/zstd-1.5.6-h915ae27_0.conda
-  hash:
-    md5: 4cb2cd56f039b129bb0e491c1164167e
-    sha256: efa04a98cb149643fa54c4dad5a0179e36a5fbc88427ea0eec88ceed87fd0f96
-  category: main
-  optional: false
-- name: zstd
-  version: 1.5.6
-  manager: conda
-  platform: osx-arm64
-  dependencies:
-    __osx: '>=11.0'
-    libzlib: '>=1.2.13,<2.0.0a0'
-  url: https://conda.anaconda.org/conda-forge/osx-arm64/zstd-1.5.6-hb46c0d2_0.conda
-  hash:
-    md5: d96942c06c3e84bfcc5efb038724a7fd
-    sha256: 2d4fd1ff7ee79cd954ca8e81abf11d9d49954dd1fef80f27289e2402ae9c2e09
-  category: main
-  optional: false
-- name: zstd
-  version: 1.5.6
-  manager: conda
-  platform: win-64
-  dependencies:
-    libzlib: '>=1.2.13,<2.0.0a0'
-    ucrt: '>=10.0.20348.0'
-    vc: '>=14.2,<15'
-    vc14_runtime: '>=14.29.30139'
-  url: https://conda.anaconda.org/conda-forge/win-64/zstd-1.5.6-h0ea2cb4_0.conda
-  hash:
-    md5: 9a17230f95733c04dc40a2b1e5491d74
-    sha256: 768e30dc513568491818fb068ee867c57c514b553915536da09e5d10b4ebf3c3
-  category: main
-  optional: false
diff --git a/docker-compose.yml b/docker-compose.yml
new file mode 100644
index 0000000..cc37764
--- /dev/null
+++ b/docker-compose.yml
@@ -0,0 +1,13 @@
+services:
+  # run jupyter notebook inside jupyter 
+  jupyter-notebook:
+    image:  bfrizzell/mushroom_classifier:a5070bf
+    ports:
+      - "8888:8888"
+    volumes:
+      - .:/home/jovyan
+    deploy:
+      resources:
+        limits:
+          memory: 5G
+    platform: linux/amd64
diff --git a/environment.yml b/environment.yml
index 0d4709c..c4eb13d 100644
--- a/environment.yml
+++ b/environment.yml
@@ -6,6 +6,7 @@ dependencies:
   - pandas=2.2.3
   - scikit-learn=1.5.2
   - ucimlrepo=0.0.7
-  - ipykernel=6.29.5
-  - numpy=2.1.3
-  - scipy=1.14.1
\ No newline at end of file
+  - scipy=1.14.1
+  - python=3.11
+  - pandera=0.21.0
+  - deepchecks=0.3.2
\ No newline at end of file
diff --git a/img/docker-jupyterlab-url.png b/img/docker-jupyterlab-url.png
new file mode 100644
index 0000000..486245c
Binary files /dev/null and b/img/docker-jupyterlab-url.png differ