diff --git a/.github/workflows/build-image.yml b/.github/workflows/build-image.yml
index 1e01ab3..b45cc00 100644
--- a/.github/workflows/build-image.yml
+++ b/.github/workflows/build-image.yml
@@ -70,15 +70,7 @@ jobs:
         uses: actions/checkout@v2
 
       - name: Set up Docker Buildx
-        uses: docker/setup-buildx-action@v1.5.1
-
-      - name: Cache Docker layers
-        uses: actions/cache@v2.1.6
-        with:
-          path: /tmp/.buildx-cache
-          key: ohw-docker-buildx-${{ inputs.image_name }}-${{ github.sha }}
-          restore-keys: |
-            ohw-docker-buildx-${{ inputs.image_name }}
+        uses: docker/setup-buildx-action@v2.9.1
 
       - name: Set Job Environment Variables
         id: env_var
@@ -92,18 +84,20 @@ jobs:
           echo "::set-output name=image_ref::${DOCKER_TAG})"
 
       - name: Build Docker Image
-        uses: docker/build-push-action@v2.6.1
+        uses: docker/build-push-action@v4.1.1
         with:
           tags: |
             ${{ env.IMAGE_NAME }}:${{ env.DOCKER_TAG }}
-          cache-from: type=local,src=/tmp/.buildx-cache
-          cache-to: type=local,dest=/tmp/.buildx-cache-new
+          cache-from: type=gha
+          cache-to: type=gha,mode=max
           push: false
           load: true
           context: ${{ inputs.working_directory }}
 
       - name: Docker image sizes
         run: |
+          env
+          docker images
           docker images | grep ${{ env.IMAGE_NAME }}
 
           echo "### Image sizes" >> $GITHUB_STEP_SUMMARY
@@ -154,8 +148,3 @@ jobs:
                 }
               ]
             }
-
-      - name: Move Docker Cache
-        run: |
-          rm -rf /tmp/.buildx-cache
-          mv /tmp/.buildx-cache-new /tmp/.buildx-cache
diff --git a/r/conda-linux-64.lock b/r/conda-linux-64.lock
index e316e2d..d2fef7c 100644
--- a/r/conda-linux-64.lock
+++ b/r/conda-linux-64.lock
@@ -1,183 +1,231 @@
 # Generated by conda-lock.
 # platform: linux-64
-# input_hash: ba8b1ec3e3e44e77f5479070c79bdf80a9b33413085e90d0f53a32e0faacff13
+# input_hash: e317400f69ca4c645a25fd922f173d0d1ff425b5d69e0635598f29c6429ad663
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+https://conda.anaconda.org/conda-forge/linux-64/_r-xgboost-mutex-2.0-gpu_0.tar.bz2#b041160eba03e83fc15b369dd91044f7
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+https://conda.anaconda.org/conda-forge/noarch/r-waldo-0.5.1-r42hc72bb7e_1.conda#6cc918319415daeb4ba504f0bd5d21dd
+https://conda.anaconda.org/conda-forge/linux-64/r-wdpar-1.3.4-r42hc72bb7e_0.conda#dd0b4cb4e91585455e8ee900f1d81f58
+https://conda.anaconda.org/conda-forge/noarch/r-xaringan-0.28-r42hc72bb7e_1.conda#575813981b6bc21cc7861b1faf488bb2
+https://conda.anaconda.org/conda-forge/noarch/dask-labextension-6.1.0-pyhd8ed1ab_0.conda#a323c077b8c653007d6fe3a340b01240
+https://conda.anaconda.org/conda-forge/noarch/jupyterhub-singleuser-4.0.1-pyh2a2186d_0.conda#733404807b19c4321b325a6dfdc59deb
+https://conda.anaconda.org/conda-forge/noarch/r-broom-1.0.5-r42hc72bb7e_1.conda#c3ad1beca9e00f10a8764473d081b717
+https://conda.anaconda.org/conda-forge/noarch/r-dbplyr-2.3.3-r42hc72bb7e_0.conda#6fe4110942e1dfe80dfa25b11bbbf949
+https://conda.anaconda.org/conda-forge/linux-64/r-gstat-2.1_1-r42h57805ef_1.conda#47f3e7c34c94481d99ef08822b4bbd31
+https://conda.anaconda.org/conda-forge/linux-64/r-haven-2.5.3-r42ha503ecb_0.conda#d24cd1139953eb7efb8f2d335d3bd008
+https://conda.anaconda.org/conda-forge/noarch/r-leaflet-2.1.2-r42hc72bb7e_1.conda#6292724934c1c0c66a03bff0d2ee3dd4
+https://conda.anaconda.org/conda-forge/linux-64/r-leafpop-0.1.0-r42ha503ecb_2.conda#1aad28e36cdb99a7f8a1d7a522f27413
+https://conda.anaconda.org/conda-forge/linux-64/r-mapdeck-0.3.4-r42ha503ecb_3.conda#5cd12b4cf86f4b0d3b30243b06a8527b
+https://conda.anaconda.org/conda-forge/noarch/r-plotly-4.10.2-r42hc72bb7e_1.conda#3d81433410e47b85c8f891397727309c
+https://conda.anaconda.org/conda-forge/linux-64/r-profvis-0.3.8-r42h57805ef_2.conda#71a77b9cb5a7fa5ea1db6fe9bda0b173
+https://conda.anaconda.org/conda-forge/noarch/r-recipes-1.0.6-r42hc72bb7e_1.conda#e649192d1071f60e654aee18cff908d3
+https://conda.anaconda.org/conda-forge/linux-64/r-testthat-3.1.10-r42ha503ecb_0.conda#6cd77b5b5ca812cb9dbd9cb70a319b33
+https://conda.anaconda.org/conda-forge/linux-64/r-tidygraph-1.2.3-r42ha503ecb_1.conda#feea33bb993df552a5e372312f483394
+https://conda.anaconda.org/conda-forge/noarch/r-tmaptools-3.1_1-r42hc72bb7e_2.conda#e54cb2565041738e5a0e83c12a315498
+https://conda.anaconda.org/conda-forge/noarch/r-widgetframe-0.3.1-r42hc72bb7e_3.conda#0e3f6ea045227c5b7e9b472c3a4f0bd9
+https://conda.anaconda.org/conda-forge/noarch/pangeo-notebook-2023.07.21-hd8ed1ab_0.conda#48c956d3d569c7f7a746524863692dfe
+https://conda.anaconda.org/conda-forge/noarch/r-automap-1.1_9-r42hc72bb7e_1.conda#a10e0feb08849b2effc46a1ed70f1edf
+https://conda.anaconda.org/conda-forge/linux-64/r-caret-6.0_94-r42h57805ef_1.conda#9fcb334c6da722735c0e48d9d5492bb2
+https://conda.anaconda.org/conda-forge/noarch/r-devtools-2.4.5-r42hc72bb7e_2.conda#958eabaabb6477220be4ff8615974fd6
+https://conda.anaconda.org/conda-forge/linux-64/r-gsw-1.1_1-r42hd590300_1.conda#66a9aface2a54425487bdfbd62dafa55
+https://conda.anaconda.org/conda-forge/noarch/r-leafem-0.2.0-r42h785f33e_2.conda#d8cf889380b20ca64a24b177f6dde998
+https://conda.anaconda.org/conda-forge/noarch/r-leaflet.extras-1.0.0-r42hc72bb7e_1006.conda#ff865a334a4839a030c1e4d48edc475d
+https://conda.anaconda.org/conda-forge/noarch/r-leafpm-0.1.0-r42hc72bb7e_5.conda#7cb222f5d1a689fdbcb1e265d54c41fd
+https://conda.anaconda.org/conda-forge/noarch/r-leafsync-0.1.0-r42hc72bb7e_3.conda#dd96e51a5d1702089115200dcebd653e
+https://conda.anaconda.org/conda-forge/noarch/r-modelr-0.1.11-r42hc72bb7e_1.conda#c157ab426e622cc1dfd9d679215dbdc5
+https://conda.anaconda.org/conda-forge/linux-64/r-ocedata-0.2.2-r42hc72bb7e_2.conda#7dd0d0cbedfd52e5d21c2f1ec5401125
+https://conda.anaconda.org/conda-forge/noarch/r-mapview-2.11.0-r42hc72bb7e_2.conda#60ebabb7029a74ff218a3e86da680c94
+https://conda.anaconda.org/conda-forge/linux-64/r-oce-1.8_1-r42h9bbc0ff_0.conda#31819fdde0555c6fcb52ab63802947df
+https://conda.anaconda.org/conda-forge/noarch/r-tidyverse-2.0.0-r42h785f33e_1.conda#855dadfd4b35ef47cc2b0559f5d45eba
+https://conda.anaconda.org/conda-forge/noarch/r-tmap-3.3_3-r42hc72bb7e_2.conda#4875bb0506d2d25e6d58d93c0dc077bb
+https://conda.anaconda.org/conda-forge/noarch/r-mapedit-0.6.0-r42h785f33e_3.conda#ed0da29d9701a739a283b130ef2b4fd5
+https://conda.anaconda.org/conda-forge/noarch/r-robis-2.11.3-r42hc72bb7e_2.conda#d86f5609f6cae29f2223b45c599859c9
diff --git a/r/environment.yml b/r/environment.yml
index 90d6ca4..05d1c61 100644
--- a/r/environment.yml
+++ b/r/environment.yml
@@ -3,14 +3,15 @@ channels:
   - conda-forge
 dependencies:
   # base
-  - python=3.9
-  - pangeo-notebook=2023.02.11
+  - python=3.10
+  - pangeo-notebook=2023.07.21
   - nb_conda_kernels
   - jupyter-rsession-proxy
   # 2/24/23: Added jsonschema-with-format-nongpl to address a deployment error
   - jsonschema-with-format-nongpl
   - gh
   - nano
+  - mamba
   # - curl
   # - git
   # - wget
@@ -55,7 +56,8 @@ dependencies:
   - r-igraph
   - r-irkernel
   - r-jsonlite
-  - r-keras
+  # - r-keras # keras and tensorflow cause our images to become much larger
+  # Which can cause problems with Github Actions running out of storage https://github.com/docker/build-push-action/issues/321
   - r-knitr
   - r-lattice
   - r-leaflet