diff --git a/.github/workflows/deploy.yaml b/.github/workflows/deploy.yaml
new file mode 100644
index 00000000..a5d6eb31
--- /dev/null
+++ b/.github/workflows/deploy.yaml
@@ -0,0 +1,52 @@
+name: deploy
+
+on:
+  pull_request:
+  push:
+    branches: [main, '*-assessment-year']
+
+env:
+  REGISTRY: ghcr.io
+  IMAGE_NAME: ${{ github.repository }}
+
+jobs:
+  publish-docker-image:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v4
+
+      - name: Set up Docker Buildx
+        uses: docker/setup-buildx-action@v3
+
+      - name: Login to GitHub Container Registry
+        uses: docker/login-action@v3
+        with:
+          registry: ${{ env.REGISTRY }}
+          username: ${{ github.actor }}
+          password: ${{ secrets.GITHUB_TOKEN }}
+
+      - name: Extract metadata (tags, labels) for Docker
+        id: meta
+        uses: docker/metadata-action@v5
+        with:
+          images: ${{ env.REGISTRY }}/${{ env.IMAGE_NAME }}
+          # Tag the following types of images:
+          #   * On a branch, tag with the branch name (e.g. `master`)
+          #   * On a PR, tag with the PR number (e.g. `pr-12`)
+          #   * On all events, tag with the short git SHA (e.g. `e956384`)
+          tags: |
+            type=ref,event=branch
+            type=ref,event=pr
+            type=ref,event=tag
+
+      - name: Build and push Docker image
+        uses: docker/build-push-action@v5
+        with:
+          context: .
+          push: true
+          tags: ${{ steps.meta.outputs.tags }}
+          labels: ${{ steps.meta.outputs.labels }}
+          cache-from: type=gha
+          cache-to: type=gha,mode=max
+          provenance: false
diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 00000000..84bd4528
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,40 @@
+FROM rocker/r-ver:4.3.1
+
+# Use PPM for binary installs
+ENV RENV_CONFIG_REPOS_OVERRIDE "https://packagemanager.posit.co/cran/__linux__/jammy/latest"
+ENV RENV_PATHS_LIBRARY renv/library
+
+# Install system dependencies
+RUN apt-get update && apt-get install --no-install-recommends -y \
+    libcurl4-openssl-dev libssl-dev libxml2-dev libgit2-dev git \
+    libudunits2-dev python3-dev python3-pip libgdal-dev libgeos-dev \
+    libproj-dev libfontconfig1-dev libharfbuzz-dev libfribidi-dev pandoc
+
+# Install pipenv for Python dependencies
+RUN pip install pipenv
+
+# Copy pipenv files into the image. The reason this is a separate step from
+# the later step that adds files from the working directory is because we want
+# to avoid having to reinstall dependencies every time a file in the directory
+# changes, as Docker will bust the cache of every layer following a layer that
+# needs to change
+COPY Pipfile .
+COPY Pipfile.lock .
+
+# Install Python dependencies
+RUN pipenv install --system --deploy
+
+# Copy R bootstrap files into the image
+COPY renv.lock .
+COPY .Rprofile .
+COPY renv/ renv/
+
+# Install R dependencies
+RUN Rscript -e 'renv::restore()'
+
+# Copy the directory into the container
+ADD ./ model-res-avm/
+
+# Copy R dependencies into the app directory
+RUN mv renv model-res-avm/renv
+WORKDIR model-res-avm/
diff --git a/Pipfile b/Pipfile
index fc44c001..adab27a6 100644
--- a/Pipfile
+++ b/Pipfile
@@ -4,11 +4,7 @@ verify_ssl = true
 name = "pypi"
 
 [packages]
-numpy = "*"
-pandas = "*"
-scipy = "*"
-scikit-learn = "*"
-dvc = "*"
+"dvc[s3]" = "*"
 
 [dev-packages]
 
diff --git a/Pipfile.lock b/Pipfile.lock
index 57acd27b..62be65af 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "50fd7779d684ff9ce1e939ca3f2a9d0b297bcf87525e125de86058e56ea97b4a"
+            "sha256": "7e938cdc53ed747f58be3fc36f603ee425a0de2c17342406daafbca67db03cb0"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -16,98 +16,109 @@
         ]
     },
     "default": {
+        "aiobotocore": {
+            "extras": [
+                "boto3"
+            ],
+            "hashes": [
+                "sha256:506591374cc0aee1bdf0ebe290560424a24af176dfe2ea7057fe1df97c4f0467",
+                "sha256:aec605df77ce4635a0479b50fd849aa6b640900f7b295021ecca192e1140e551"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==2.7.0"
+        },
         "aiohttp": {
             "hashes": [
-                "sha256:02f9a2c72fc95d59b881cf38a4b2be9381b9527f9d328771e90f72ac76f31ad8",
-                "sha256:059a91e88f2c00fe40aed9031b3606c3f311414f86a90d696dd982e7aec48142",
-                "sha256:05a3c31c6d7cd08c149e50dc7aa2568317f5844acd745621983380597f027a18",
-                "sha256:08c78317e950e0762c2983f4dd58dc5e6c9ff75c8a0efeae299d363d439c8e34",
-                "sha256:09e28f572b21642128ef31f4e8372adb6888846f32fecb288c8b0457597ba61a",
-                "sha256:0d2c6d8c6872df4a6ec37d2ede71eff62395b9e337b4e18efd2177de883a5033",
-                "sha256:16c121ba0b1ec2b44b73e3a8a171c4f999b33929cd2397124a8c7fcfc8cd9e06",
-                "sha256:1d90043c1882067f1bd26196d5d2db9aa6d268def3293ed5fb317e13c9413ea4",
-                "sha256:1e56b9cafcd6531bab5d9b2e890bb4937f4165109fe98e2b98ef0dcfcb06ee9d",
-                "sha256:20acae4f268317bb975671e375493dbdbc67cddb5f6c71eebdb85b34444ac46b",
-                "sha256:21b30885a63c3f4ff5b77a5d6caf008b037cb521a5f33eab445dc566f6d092cc",
-                "sha256:21d69797eb951f155026651f7e9362877334508d39c2fc37bd04ff55b2007091",
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-            "version": "==3.8.3"
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         "aiohttp-retry": {
             "hashes": [
@@ -117,6 +128,14 @@
             "markers": "python_version >= '3.7'",
             "version": "==2.8.3"
         },
+        "aioitertools": {
+            "hashes": [
+                "sha256:04b95e3dab25b449def24d7df809411c10e62aab0cbe31a50ca4e68748c43394",
+                "sha256:42c68b8dd3a69c2bf7f2233bf7df4bb58b557bca5252ac02ed5187bbc67d6831"
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                 "sha256:54cd96e15e1649b75d6c87526a6ff0b6c1b0dd3459f43d9ca11d48c339b68cfc",
@@ -133,6 +152,14 @@
             "markers": "python_version >= '3.6'",
             "version": "==5.1.1"
         },
+        "annotated-types": {
+            "hashes": [
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                 "sha256:f224469b4168294902bb1efa80a8bf7855f24c99aef99cbefc1bcd3cce77881b"
@@ -148,143 +175,236 @@
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-            "version": "==4.0.2"
+            "markers": "python_version >= '3.7'",
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             "markers": "python_version >= '3.8'",
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+            "version": "==0.3.0"
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+            "markers": "python_version >= '3.8'",
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@@ -537,114 +668,104 @@
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+            "version": "==1.4.0"
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             "hashes": [
@@ -654,12 +775,20 @@
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+        "gto": {
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@@ -671,35 +800,35 @@
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-            "version": "==1.2.0"
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+            "version": "==3.0.0"
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@@ -789,53 +918,13 @@
             "markers": "python_version >= '3.7'",
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@@ -847,130 +936,113 @@
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@@ -1290,45 +1461,53 @@
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