diff --git a/.github/workflows/deploy-3-10.yaml b/.github/workflows/deploy-3-10.yaml
deleted file mode 100644
index 6ef3b3e..0000000
--- a/.github/workflows/deploy-3-10.yaml
+++ /dev/null
@@ -1,71 +0,0 @@
-name: Deploy Python 3.10 Latest
-
-env:
-  REGISTRY: ghcr.io
-  IMAGE_NAME: numerai_predict
-
-on:
-  workflow_dispatch:
-  push:
-    branches:
-      - master
-
-jobs:
-  public-py310-image:
-    runs-on: ubuntu-latest
-    permissions:
-      packages: write
-      contents: read
-    steps:
-      - uses: actions/checkout@v2
-
-      - name: Extract short git SHA
-        run: echo "GIT_REF=`git rev-parse --short HEAD`" >> $GITHUB_ENV
-
-      - name: Log in to Github Container registry
-        uses: docker/login-action@65b78e6e13532edd9afa3aa52ac7964289d1a9c1
-        with:
-          registry: ${{ env.REGISTRY }}
-          username: ${{ github.actor }}
-          password: ${{ secrets.GITHUB_TOKEN }}
-
-      - name: Extract metadata (tags, labels) for Docker
-        id: meta
-        uses: docker/metadata-action@9ec57ed1fcdbf14dcef7dfbe97b2010124a938b7
-        with:
-          images: ${{ env.REGISTRY }}/${{ github.repository_owner }}/${{ env.IMAGE_NAME }}_py_3_10
-
-      - name: Push Docker image as LATEST to Github Container registry
-        uses: docker/build-push-action@f2a1d5e99d037542a71f64918e516c093c6f3fc4
-        with:
-          context: .
-          file: ./py3.10/Dockerfile
-          push: true
-          tags: ${{ env.REGISTRY }}/${{ github.repository_owner }}/${{ env.IMAGE_NAME }}_py_3_10:latest
-          labels: ${{ steps.meta.outputs.labels }}
-
-      - name: Push Docker image git ref to Github Container registry
-        uses: docker/build-push-action@f2a1d5e99d037542a71f64918e516c093c6f3fc4
-        with:
-          context: .
-          file: ./py3.10/Dockerfile
-          push: true
-          tags: ${{ env.REGISTRY }}/${{ github.repository_owner }}/${{ env.IMAGE_NAME }}_py_3_10:${{ env.GIT_REF }}
-          labels: ${{ steps.meta.outputs.labels }}
-
-  internal-py310-image:
-    runs-on: ubuntu-latest
-    permissions:
-      id-token: write
-      contents: read
-    steps:
-      - uses: actions/checkout@v2
-
-      - name: Configure AWS Credentials
-        uses: aws-actions/configure-aws-credentials@v4
-        with:
-          role-to-assume: arn:aws:iam::${{ secrets.MODEL_UPLOADS_ACCOUNT_ID }}:role/github-actions
-          aws-region: us-west-2
-
-      - name: Build and Push Docker Image
-        run: ACCOUNT_ID=${{ secrets.MODEL_UPLOADS_ACCOUNT_ID }} make push_latest_3_10
diff --git a/.github/workflows/deploy-3.12.yaml b/.github/workflows/deploy-images.yml
similarity index 60%
rename from .github/workflows/deploy-3.12.yaml
rename to .github/workflows/deploy-images.yml
index 493399a..54f1027 100644
--- a/.github/workflows/deploy-3.12.yaml
+++ b/.github/workflows/deploy-images.yml
@@ -1,4 +1,4 @@
-name: Deploy Python 3.12 Image
+name: Deploy All Images
 
 env:
   REGISTRY: ghcr.io
@@ -11,7 +11,10 @@ on:
       - master
 
 jobs:
-  public-py312-image:
+  public-image:
+    strategy:
+      matrix:
+        python-version: ['3{0}10', '3{0}11', '3{0}12']
     runs-on: ubuntu-latest
     permissions:
       packages: write
@@ -23,37 +26,46 @@ jobs:
         run: echo "GIT_REF=`git rev-parse --short HEAD`" >> $GITHUB_ENV
 
       - name: Log in to Github Container registry
-        uses: docker/login-action@65b78e6e13532edd9afa3aa52ac7964289d1a9c1
+        uses: docker/login-action@v3
         with:
           registry: ${{ env.REGISTRY }}
           username: ${{ github.actor }}
           password: ${{ secrets.GITHUB_TOKEN }}
 
+      - name: Set up QEMU
+        uses: docker/setup-qemu-action@v3
+
+      - name: Set up Docker Buildx
+        uses: docker/setup-buildx-action@v3
+
       - name: Extract metadata (tags, labels) for Docker
         id: meta
-        uses: docker/metadata-action@9ec57ed1fcdbf14dcef7dfbe97b2010124a938b7
+        uses: docker/metadata-action@v5
         with:
-          images: ${{ env.REGISTRY }}/${{ github.repository_owner }}/${{ env.IMAGE_NAME }}_py_3_12
+          images: ${{ env.REGISTRY }}/${{ github.repository_owner }}/${{ env.IMAGE_NAME }}_py_${{ format(matrix.python-version, '_') }}
 
       - name: Push Docker image as LATEST to Github Container registry
-        uses: docker/build-push-action@f2a1d5e99d037542a71f64918e516c093c6f3fc4
+        uses: docker/build-push-action@v6
         with:
           context: .
-          file: ./py3.12/Dockerfile
+          file: ./py${{ format(matrix.python-version, '.') }}/Dockerfile
           push: true
-          tags: ${{ env.REGISTRY }}/${{ github.repository_owner }}/${{ env.IMAGE_NAME }}_py_3_12:latest
+          tags: ${{ env.REGISTRY }}/${{ github.repository_owner }}/${{ env.IMAGE_NAME }}_py_${{ format(matrix.python-version, '_') }}:latest
           labels: ${{ steps.meta.outputs.labels }}
 
       - name: Push Docker image git ref to Github Container registry
-        uses: docker/build-push-action@f2a1d5e99d037542a71f64918e516c093c6f3fc4
+        uses: docker/build-push-action@v6
         with:
           context: .
-          file: ./py3.12/Dockerfile
+          file: ./py${{ format(matrix.python-version, '.') }}/Dockerfile
           push: true
-          tags: ${{ env.REGISTRY }}/${{ github.repository_owner }}/${{ env.IMAGE_NAME }}_py_3_12:${{ env.GIT_REF }}
+          tags: ${{ env.REGISTRY }}/${{ github.repository_owner }}/${{ env.IMAGE_NAME }}_py_${{ format(matrix.python-version, '_') }}:${{ env.GIT_REF }}
           labels: ${{ steps.meta.outputs.labels }}
 
   internal-py312-image:
+    strategy:
+      matrix:
+        python-version: ['3{0}10', '3{0}11', '3{0}12']
     runs-on: ubuntu-latest
     permissions:
       id-token: write
@@ -67,5 +79,11 @@ jobs:
           role-to-assume: arn:aws:iam::${{ secrets.MODEL_UPLOADS_ACCOUNT_ID }}:role/github-actions
           aws-region: us-west-2
 
+      - name: Set up QEMU
+        uses: docker/setup-qemu-action@v3
+
+      - name: Set up Docker Buildx
+        uses: docker/setup-buildx-action@v3
+
       - name: Build and Push Docker Image
-        run: ACCOUNT_ID=${{ secrets.MODEL_UPLOADS_ACCOUNT_ID }} make push_latest_3_12
+        run: ACCOUNT_ID=${{ secrets.MODEL_UPLOADS_ACCOUNT_ID }} make push_latest_${{ format(matrix.python-version, '_') }}
diff --git a/.github/workflows/deploy-shell.yaml b/.github/workflows/deploy-shell.yaml
index f01d52c..5c98524 100644
--- a/.github/workflows/deploy-shell.yaml
+++ b/.github/workflows/deploy-shell.yaml
@@ -1,4 +1,4 @@
-name: Deploy Python 3.11 Image
+name: Deploy Shell Image (3.11 only)
 
 env:
   REGISTRY: ghcr.io
@@ -23,7 +23,7 @@ jobs:
         run: echo "GIT_REF=`git rev-parse --short HEAD`" >> $GITHUB_ENV
 
       - name: Log in to Github Container registry
-        uses: docker/login-action@65b78e6e13532edd9afa3aa52ac7964289d1a9c1
+        uses: docker/login-action@v3
         with:
           registry: ${{ env.REGISTRY }}
           username: ${{ github.actor }}
@@ -31,12 +31,18 @@ jobs:
 
       - name: Extract metadata (tags, labels) for Docker
         id: meta
-        uses: docker/metadata-action@9ec57ed1fcdbf14dcef7dfbe97b2010124a938b7
+        uses: docker/metadata-action@v5
         with:
           images: ${{ env.REGISTRY }}/${{ github.repository_owner }}/${{ env.IMAGE_NAME }}_shell
+      
+      - name: Set up QEMU
+        uses: docker/setup-qemu-action@v3
+
+      - name: Set up Docker Buildx
+        uses: docker/setup-buildx-action@v3
 
       - name: Push Docker image as LATEST to Github Container registry
-        uses: docker/build-push-action@f2a1d5e99d037542a71f64918e516c093c6f3fc4
+        uses: docker/build-push-action@v6
         with:
           context: .
           file: ./py3.11/Dockerfile
@@ -45,7 +51,7 @@ jobs:
           labels: ${{ steps.meta.outputs.labels }}
 
       - name: Push Docker image git ref to Github Container registry
-        uses: docker/build-push-action@f2a1d5e99d037542a71f64918e516c093c6f3fc4
+        uses: docker/build-push-action@v6
         with:
           context: .
           file: ./py3.11/Dockerfile
diff --git a/.github/workflows/deploy-3-11.yaml b/.github/workflows/deploy-stable.yaml
similarity index 53%
rename from .github/workflows/deploy-3-11.yaml
rename to .github/workflows/deploy-stable.yaml
index 7131f1e..96c4e1e 100644
--- a/.github/workflows/deploy-3-11.yaml
+++ b/.github/workflows/deploy-stable.yaml
@@ -1,4 +1,4 @@
-name: Deploy Python 3.11 Image
+name: Deploy All Stable Releases
 
 env:
   REGISTRY: ghcr.io
@@ -7,11 +7,14 @@ env:
 on:
   workflow_dispatch:
   push:
-    branches:
-      - master
+    branches: 
+      - 'stable'
 
 jobs:
-  public-py311-image:
+  public-image:
+    strategy:
+      matrix:
+        python-version: ['3{0}10', '3{0}11', '3{0}12']
     runs-on: ubuntu-latest
     permissions:
       packages: write
@@ -19,11 +22,8 @@ jobs:
     steps:
       - uses: actions/checkout@v2
 
-      - name: Extract short git SHA
-        run: echo "GIT_REF=`git rev-parse --short HEAD`" >> $GITHUB_ENV
-
       - name: Log in to Github Container registry
-        uses: docker/login-action@65b78e6e13532edd9afa3aa52ac7964289d1a9c1
+        uses: docker/login-action@v3
         with:
           registry: ${{ env.REGISTRY }}
           username: ${{ github.actor }}
@@ -31,29 +31,29 @@ jobs:
 
       - name: Extract metadata (tags, labels) for Docker
         id: meta
-        uses: docker/metadata-action@9ec57ed1fcdbf14dcef7dfbe97b2010124a938b7
+        uses: docker/metadata-action@v5
         with:
-          images: ${{ env.REGISTRY }}/${{ github.repository_owner }}/${{ env.IMAGE_NAME }}_py_3_11
+          images: ${{ env.REGISTRY }}/${{ github.repository_owner }}/${{ env.IMAGE_NAME }}_py_${{ format(matrix.python-version, '_') }}
 
-      - name: Push Docker image as LATEST to Github Container registry
-        uses: docker/build-push-action@f2a1d5e99d037542a71f64918e516c093c6f3fc4
-        with:
-          context: .
-          file: ./py3.11/Dockerfile
-          push: true
-          tags: ${{ env.REGISTRY }}/${{ github.repository_owner }}/${{ env.IMAGE_NAME }}_py_3_11:latest
-          labels: ${{ steps.meta.outputs.labels }}
+      - name: Set up QEMU
+        uses: docker/setup-qemu-action@v3
+
+      - name: Set up Docker Buildx
+        uses: docker/setup-buildx-action@v3
 
-      - name: Push Docker image git ref to Github Container registry
-        uses: docker/build-push-action@f2a1d5e99d037542a71f64918e516c093c6f3fc4
+      - name: Push Docker image to Github Container registry
+        uses: docker/build-push-action@v6
         with:
           context: .
-          file: ./py3.11/Dockerfile
+          file: ./${{ format(matrix.python-version, '.') }}/Dockerfile
           push: true
-          tags: ${{ env.REGISTRY }}/${{ github.repository_owner }}/${{ env.IMAGE_NAME }}_py_3_11:${{ env.GIT_REF }}
+          tags: ${{ env.REGISTRY }}/${{ github.repository_owner }}/${{ env.IMAGE_NAME }}_py_${{ format(matrix.python-version, '_') }}:stable
           labels: ${{ steps.meta.outputs.labels }}
 
-  internal-py311-image:
+  internal-image:
+    strategy:
+      matrix:
+        python-version: ['3{0}10', '3{0}11', '3{0}12']
     runs-on: ubuntu-latest
     permissions:
       id-token: write
@@ -68,4 +68,4 @@ jobs:
           aws-region: us-west-2
 
       - name: Build and Push Docker Image
-        run: ACCOUNT_ID=${{ secrets.MODEL_UPLOADS_ACCOUNT_ID }} make push_latest_3_11
+        run: ACCOUNT_ID=${{ secrets.MODEL_UPLOADS_ACCOUNT_ID }} make push_latest_${{ format(matrix.python-version, '_') }}
diff --git a/.github/workflows/push-docker-release.yaml b/.github/workflows/push-docker-release.yaml
deleted file mode 100644
index 46aff08..0000000
--- a/.github/workflows/push-docker-release.yaml
+++ /dev/null
@@ -1,154 +0,0 @@
-name: Push Docker Stable Release
-
-env:
-  REGISTRY: ghcr.io
-  IMAGE_NAME: numerai_predict
-
-on:
-  workflow_dispatch:
-  push:
-    branches: 
-      - 'stable'
-
-jobs:
-  
-  public-py310-image:
-    runs-on: ubuntu-latest
-    permissions:
-      packages: write
-      contents: read
-    steps:
-      - uses: actions/checkout@v2
-
-      - name: Log in to Github Container registry
-        uses: docker/login-action@65b78e6e13532edd9afa3aa52ac7964289d1a9c1
-        with:
-          registry: ${{ env.REGISTRY }}
-          username: ${{ github.actor }}
-          password: ${{ secrets.GITHUB_TOKEN }}
-
-      - name: Extract metadata (tags, labels) for Docker
-        id: meta
-        uses: docker/metadata-action@9ec57ed1fcdbf14dcef7dfbe97b2010124a938b7
-        with:
-          images: ${{ env.REGISTRY }}/${{ github.repository_owner }}/${{ env.IMAGE_NAME }}_py_3_10
-
-      - name: Push Docker image to Github Container registry
-        uses: docker/build-push-action@f2a1d5e99d037542a71f64918e516c093c6f3fc4
-        with:
-          context: .
-          file: ./py3.10/Dockerfile
-          push: true
-          tags: ${{ env.REGISTRY }}/${{ github.repository_owner }}/${{ env.IMAGE_NAME }}_py_3_10:stable
-          labels: ${{ steps.meta.outputs.labels }}
-
-  internal-py310-image:
-    runs-on: ubuntu-latest
-    permissions:
-      id-token: write
-      contents: read
-    steps:
-      - uses: actions/checkout@v2
-
-      - name: Configure AWS Credentials
-        uses: aws-actions/configure-aws-credentials@v4
-        with:
-          role-to-assume: arn:aws:iam::${{ secrets.MODEL_UPLOADS_ACCOUNT_ID }}:role/github-actions
-          aws-region: us-west-2
-
-      - name: Build and Push Docker Image
-        run: ACCOUNT_ID=${{ secrets.MODEL_UPLOADS_ACCOUNT_ID }} make push_latest_3_10
-
-  public-py311-image:
-    runs-on: ubuntu-latest
-    permissions:
-      packages: write
-      contents: read
-    steps:
-      - uses: actions/checkout@v2
-
-      - name: Log in to Github Container registry
-        uses: docker/login-action@65b78e6e13532edd9afa3aa52ac7964289d1a9c1
-        with:
-          registry: ${{ env.REGISTRY }}
-          username: ${{ github.actor }}
-          password: ${{ secrets.GITHUB_TOKEN }}
-
-      - name: Extract metadata (tags, labels) for Docker
-        id: meta
-        uses: docker/metadata-action@9ec57ed1fcdbf14dcef7dfbe97b2010124a938b7
-        with:
-          images: ${{ env.REGISTRY }}/${{ github.repository_owner }}/${{ env.IMAGE_NAME }}_py_3_11
-
-      - name: Push Docker image to Github Container registry
-        uses: docker/build-push-action@f2a1d5e99d037542a71f64918e516c093c6f3fc4
-        with:
-          context: .
-          file: ./py3.11/Dockerfile
-          push: true
-          tags: ${{ env.REGISTRY }}/${{ github.repository_owner }}/${{ env.IMAGE_NAME }}_py_3_11:stable
-          labels: ${{ steps.meta.outputs.labels }}
-
-  internal-py311-image:
-    runs-on: ubuntu-latest
-    permissions:
-      id-token: write
-      contents: read
-    steps:
-      - uses: actions/checkout@v2
-
-      - name: Configure AWS Credentials
-        uses: aws-actions/configure-aws-credentials@v4
-        with:
-          role-to-assume: arn:aws:iam::${{ secrets.MODEL_UPLOADS_ACCOUNT_ID }}:role/github-actions
-          aws-region: us-west-2
-
-      - name: Build and Push Docker Image
-        run: ACCOUNT_ID=${{ secrets.MODEL_UPLOADS_ACCOUNT_ID }} make push_latest_3_11
-
-  public-py312-image:
-    runs-on: ubuntu-latest
-    permissions:
-      packages: write
-      contents: read
-    steps:
-      - uses: actions/checkout@v2
-
-      - name: Log in to Github Container registry
-        uses: docker/login-action@65b78e6e13532edd9afa3aa52ac7964289d1a9c1
-        with:
-          registry: ${{ env.REGISTRY }}
-          username: ${{ github.actor }}
-          password: ${{ secrets.GITHUB_TOKEN }}
-
-      - name: Extract metadata (tags, labels) for Docker
-        id: meta
-        uses: docker/metadata-action@9ec57ed1fcdbf14dcef7dfbe97b2010124a938b7
-        with:
-          images: ${{ env.REGISTRY }}/${{ github.repository_owner }}/${{ env.IMAGE_NAME }}_py_3_12
-
-      - name: Push Docker image to Github Container registry
-        uses: docker/build-push-action@f2a1d5e99d037542a71f64918e516c093c6f3fc4
-        with:
-          context: .
-          file: ./py3.12/Dockerfile
-          push: true
-          tags: ${{ env.REGISTRY }}/${{ github.repository_owner }}/${{ env.IMAGE_NAME }}_py_3_12:stable
-          labels: ${{ steps.meta.outputs.labels }}
-
-  internal-py312-image:
-    runs-on: ubuntu-latest
-    permissions:
-      id-token: write
-      contents: read
-    steps:
-      - uses: actions/checkout@v2
-
-      - name: Configure AWS Credentials
-        uses: aws-actions/configure-aws-credentials@v4
-        with:
-          role-to-assume: arn:aws:iam::${{ secrets.MODEL_UPLOADS_ACCOUNT_ID }}:role/github-actions
-          aws-region: us-west-2
-
-      - name: Build and Push Docker Image
-        run: ACCOUNT_ID=${{ secrets.MODEL_UPLOADS_ACCOUNT_ID }} make push_latest_3_12
\ No newline at end of file
diff --git a/.github/workflows/test-all.yaml b/.github/workflows/test-all.yaml
index 6714a7a..4546100 100644
--- a/.github/workflows/test-all.yaml
+++ b/.github/workflows/test-all.yaml
@@ -10,29 +10,28 @@ jobs:
     steps:
       - uses: actions/checkout@v2
 
-      - name: Test predict.py
-        run: make test_predict
+      - name: Set up QEMU
+        uses: docker/setup-qemu-action@v3
 
-  test-py-3-10:
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v2
+      - name: Set up Docker Buildx
+        uses: docker/setup-buildx-action@v3
 
-      - name: Test Python 3.10
-        run: make test_3_10
+      - name: Test predict.py
+        run: make test_predict
 
-  test-py-3-11:
+  test-docker:
+    strategy:
+      matrix:
+        python-version: ['3_10', '3_11', '3_12']
     runs-on: ubuntu-latest
     steps:
       - uses: actions/checkout@v2
 
-      - name: Test Python 3.11
-        run: make test_3_11
+      - name: Set up QEMU
+        uses: docker/setup-qemu-action@v3
 
-  test-py-3-12:
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v2
+      - name: Set up Docker Buildx
+        uses: docker/setup-buildx-action@v3
 
-      - name: Test Python 3.12
-        run: make test_3_12
+      - name: Test Python ${{ matrix.python-version }}
+        run: make test_${{ matrix.python-version }}
diff --git a/Makefile b/Makefile
index 1d4b101..8db32ea 100644
--- a/Makefile
+++ b/Makefile
@@ -16,19 +16,19 @@ build:	build_3_10 build_3_11 build_3_12 ## Build all Python containers
 
 .PHONY: build_3_10
 build_3_10: ## Build Python 3.10 container
-	docker build --build-arg GIT_REF=${GIT_REF} -t ${NAME}_py_3_10:${GIT_REF} -t ${NAME}_py_3_10:latest -f py3.10/Dockerfile .
+	docker build --platform=linux/amd64 --build-arg GIT_REF=${GIT_REF} -t ${NAME}_py_3_10:${GIT_REF} -t ${NAME}_py_3_10:latest -f py3.10/Dockerfile .
 
 .PHONY: build_3_11
 build_3_11: ## Build Python 3.11 container
-	docker build --build-arg GIT_REF=${GIT_REF} -t ${NAME}_py_3_11:${GIT_REF} -t ${NAME}_py_3_11:latest -f py3.11/Dockerfile .
+	docker build --platform=linux/amd64 --build-arg GIT_REF=${GIT_REF} -t ${NAME}_py_3_11:${GIT_REF} -t ${NAME}_py_3_11:latest -f py3.11/Dockerfile .
 
 .PHONY: build_3_12
 build_3_12: ## Build Python 3.12 container
-	docker build --build-arg GIT_REF=${GIT_REF} -t ${NAME}_py_3_12:${GIT_REF} -t ${NAME}_py_3_12:latest -f py3.12/Dockerfile .
+	docker build --platform=linux/amd64 --build-arg GIT_REF=${GIT_REF} -t ${NAME}_py_3_12:${GIT_REF} -t ${NAME}_py_3_12:latest -f py3.12/Dockerfile .
 
 .PHONY: build_shell
 build_shell: ## Build Python 3.11 container
-	docker build --build-arg GIT_REF=${GIT_REF} -t ${NAME}_shell:${GIT_REF} -t ${NAME}_shell:latest -f shell/Dockerfile .
+	docker build --platform=linux/amd64 --build-arg GIT_REF=${GIT_REF} -t ${NAME}_shell:${GIT_REF} -t ${NAME}_shell:latest -f shell/Dockerfile .
 
 .PHONY: test
 test: test_predict test_3_10 test_3_11 test_3_12 ## Test all container versions
diff --git a/README.md b/README.md
index 0ec39f7..32ebb45 100644
--- a/README.md
+++ b/README.md
@@ -1,5 +1,22 @@
 # Numerai Model Prediction Docker Environment
 
+## Poetry vs. Requirements.txt
+We prefer to do dependency management and solving through poetry because it's more sophisticated and powerful, but we also provide a requirements.txt for anyone that doesn't like to use poetry.
+
+To install poetry locally, run:
+
+```bash
+curl -sSL https://install.python-poetry.org | python -
+```
+
+To convert from poetry to requirements.txt simply run:
+```bash
+poetry export -f requirements.txt --without-hashes --output requirements.txt
+
+# the following regex can be applied to remove the `python_full_version` and `python_version` tags on each row:
+sed -i '' 's/; .*$//g' requirements.txt
+```
+
 ## Building the docker images locally
 
 You can use `make` to build the docker containers on any of supported python versions:
diff --git a/py3.10/poetry.lock b/py3.10/poetry.lock
index 57e9a26..92b10db 100644
--- a/py3.10/poetry.lock
+++ b/py3.10/poetry.lock
@@ -946,14 +946,14 @@ testing = ["covdefaults (>=2.3)", "coverage (>=7.2.3)", "diff-cover (>=7.5)", "p
 
 [[package]]
 name = "flatbuffers"
-version = "23.5.26"
+version = "24.3.25"
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 optional = false
 python-versions = "*"
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 [[package]]
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 ]
 
 [package.dependencies]
-numpy = ">=1.14.5"
+numpy = ">=1.19.3"
 
 [[package]]
 name = "httpcore"
@@ -2126,16 +2127,26 @@ webencodings = "*"
 
 [[package]]
 name = "keras"
-version = "2.15.0"
-description = "Deep learning for humans."
+version = "3.11.1"
+description = "Multi-backend Keras"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.10"
 groups = ["main"]
 files = [
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 ]
 
+[package.dependencies]
+absl-py = "*"
+h5py = "*"
+ml-dtypes = "*"
+namex = "*"
+numpy = "*"
+optree = "*"
+packaging = "*"
+rich = "*"
+
 [[package]]
 name = "kiwisolver"
 version = "1.4.4"
@@ -2543,33 +2554,40 @@ typing-extensions = {version = "*", markers = "python_version < \"3.11\""}
 
 [[package]]
 name = "ml-dtypes"
-version = "0.2.0"
+version = "0.5.1"
 description = ""
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.9"
 groups = ["main"]
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 [package.dependencies]
-numpy = {version = ">=1.21.2", markers = "python_version > \"3.9\""}
+numpy = {version = ">=1.21.2", markers = "python_version >= \"3.10\""}
 
 [package.extras]
 dev = ["absl-py", "pyink", "pylint (>=2.6.0)", "pytest", "pytest-xdist"]
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+[[package]]
+name = "namex"
+version = "0.1.0"
+description = "A simple utility to separate the implementation of your Python package and its public API surface."
+optional = false
+python-versions = "*"
+groups = ["main"]
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+]
+
 [[package]]
 name = "nbclient"
 version = "0.10.2"
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 docs = ["numpydoc", "sphinx (==1.2.3)", "sphinx-rtd-theme", "sphinxcontrib-napoleon"]
 tests = ["pytest", "pytest-cov", "pytest-pep8"]
 
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+wrapt = ">=1.11.0"
 
 [package.extras]
-and-cuda = ["nvidia-cublas-cu12 (==12.2.5.6)", "nvidia-cuda-cupti-cu12 (==12.2.142)", "nvidia-cuda-nvcc-cu12 (==12.2.140)", "nvidia-cuda-nvrtc-cu12 (==12.2.140)", "nvidia-cuda-runtime-cu12 (==12.2.140)", "nvidia-cudnn-cu12 (==8.9.4.25)", "nvidia-cufft-cu12 (==11.0.8.103)", "nvidia-curand-cu12 (==10.3.3.141)", "nvidia-cusolver-cu12 (==11.5.2.141)", "nvidia-cusparse-cu12 (==12.1.2.141)", "nvidia-nccl-cu12 (==2.16.5)", "nvidia-nvjitlink-cu12 (==12.2.140)", "tensorrt (==8.6.1.post1)", "tensorrt-bindings (==8.6.1)", "tensorrt-libs (==8.6.1)"]
+and-cuda = ["nvidia-cublas-cu12 (==12.5.3.2)", "nvidia-cuda-cupti-cu12 (==12.5.82)", "nvidia-cuda-nvcc-cu12 (==12.5.82)", "nvidia-cuda-nvrtc-cu12 (==12.5.82)", "nvidia-cuda-runtime-cu12 (==12.5.82)", "nvidia-cudnn-cu12 (==9.3.0.75)", "nvidia-cufft-cu12 (==11.2.3.61)", "nvidia-curand-cu12 (==10.3.6.82)", "nvidia-cusolver-cu12 (==11.6.3.83)", "nvidia-cusparse-cu12 (==12.5.1.3)", "nvidia-nccl-cu12 (==2.23.4)", "nvidia-nvjitlink-cu12 (==12.5.82)"]
+
+[[package]]
+name = "tensorflow-decision-forests"
+version = "1.12.0"
+description = "Collection of training and inference decision forest algorithms."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "tensorflow_decision_forests-1.12.0-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:d0af6be361121db1317efd29147daae124cc0d98edcf8776b077fc429737ab87"},
+    {file = "tensorflow_decision_forests-1.12.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:41401e6b24e958e5edb8e354de76a3e290e707050ca8190acd65b030aafc139c"},
+    {file = "tensorflow_decision_forests-1.12.0-cp311-cp311-macosx_12_0_arm64.whl", hash = "sha256:43e11ffcb18a097789ecfde0871a5130d6ffb8a6aaaf2307c072faa74f6d9f48"},
+    {file = "tensorflow_decision_forests-1.12.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:990dcac0874c4b8cf646ab3438b8f804c522e8ebcc0b35116ea02cf05f46e026"},
+    {file = "tensorflow_decision_forests-1.12.0-cp312-cp312-macosx_12_0_arm64.whl", hash = "sha256:14ffa15864d10782445044302e42d0d88d07536669578f66fbeccdc20b1a9ed2"},
+    {file = "tensorflow_decision_forests-1.12.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d80ad5f29efa566adfd09fca61584a41666a20e064585a64c777a1df85a5d2e6"},
+    {file = "tensorflow_decision_forests-1.12.0-cp39-cp39-macosx_12_0_arm64.whl", hash = "sha256:3daa473ccf05b7aa33f104212b497698be6c42a74d3e761777314cb88f6822d8"},
+    {file = "tensorflow_decision_forests-1.12.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6b224809745231204e8e049f98d32b93c04075d9f9ec8d3bbcd5ae4e58ba7db2"},
+]
+
+[package.dependencies]
+absl_py = "*"
+numpy = "*"
+pandas = "*"
+six = "*"
+tensorflow = "2.19.0"
+tf_keras = ">=2.19,<3.0"
+wheel = "*"
+wurlitzer = "*"
+ydf = ">=0.11.0"
 
 [[package]]
 name = "tensorflow-estimator"
@@ -5087,6 +5255,21 @@ files = [
     {file = "text_unidecode-1.3-py2.py3-none-any.whl", hash = "sha256:1311f10e8b895935241623731c2ba64f4c455287888b18189350b67134a822e8"},
 ]
 
+[[package]]
+name = "tf-keras"
+version = "2.19.0"
+description = "Deep learning for humans."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "tf_keras-2.19.0-py3-none-any.whl", hash = "sha256:4f339e800987b39d1548a8c76a7b33b6801a97ec7fcd89c299ec29741f7890bd"},
+    {file = "tf_keras-2.19.0.tar.gz", hash = "sha256:b09a407d87a4571ce1e8ca985cfc68483e3d63b2518a5d79a97ad92cb64dbe9c"},
+]
+
+[package.dependencies]
+tensorflow = ">=2.19,<2.20"
+
 [[package]]
 name = "threadpoolctl"
 version = "3.1.0"
@@ -5651,6 +5834,18 @@ files = [
     {file = "wrapt-1.14.1.tar.gz", hash = "sha256:380a85cf89e0e69b7cfbe2ea9f765f004ff419f34194018a6827ac0e3edfed4d"},
 ]
 
+[[package]]
+name = "wurlitzer"
+version = "3.1.1"
+description = "Capture C-level output in context managers"
+optional = false
+python-versions = ">=3.5"
+groups = ["main"]
+files = [
+    {file = "wurlitzer-3.1.1-py3-none-any.whl", hash = "sha256:0b2749c2cde3ef640bf314a9f94b24d929fe1ca476974719a6909dfc568c3aac"},
+    {file = "wurlitzer-3.1.1.tar.gz", hash = "sha256:bfb9144ab9f02487d802b9ff89dbd3fa382d08f73e12db8adc4c2fb00cd39bd9"},
+]
+
 [[package]]
 name = "xgboost"
 version = "1.7.5"
@@ -5767,7 +5962,37 @@ files = [
 idna = ">=2.0"
 multidict = ">=4.0"
 
+[[package]]
+name = "ydf"
+version = "0.13.0"
+description = "YDF (short for Yggdrasil Decision Forests) is a library for training, serving, evaluating and analyzing decision forest models such as Random Forest and Gradient Boosted Trees."
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
+    {file = "ydf-0.13.0-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:fdea7854d9c5d81267a42732d11efa242938fbc8a3c0795a876c184e4c242bca"},
+    {file = "ydf-0.13.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:84d96ffa416176aa0b09c063adae753c5879f20e546fc284e1b0f1bfd6bdeda4"},
+    {file = "ydf-0.13.0-cp311-cp311-macosx_12_0_arm64.whl", hash = "sha256:a920f331e16f3f6d1da64a27c6bf3655483c7e3bd1ce4bf4f3d52422ebcdcc93"},
+    {file = "ydf-0.13.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fca5167e2da14bbd4a1120ead71843769d046e2840f2fbcba8b9aaa3d581dd09"},
+    {file = "ydf-0.13.0-cp312-cp312-macosx_12_0_arm64.whl", hash = "sha256:20108f07edac014cbf6bd38c14fdb93e547a91ebf71ed36246df4d5c85943960"},
+    {file = "ydf-0.13.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b9efc1d0483657daaeff294a826490ffbd0e32bd2df552978bd84596eb54f0a6"},
+    {file = "ydf-0.13.0-cp313-cp313-macosx_12_0_arm64.whl", hash = "sha256:771bc68c3f001b935a43dca99d8abebfce6cb47adfe4265d393acd74b520c619"},
+    {file = "ydf-0.13.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4bf147d1e068cbe10d453ba4ccc3f143b592b38ef87e319edd7d133e358f0338"},
+    {file = "ydf-0.13.0-cp38-cp38-macosx_12_0_arm64.whl", hash = "sha256:d3cdb40d4d06f063caba01ceab066dfcbe82102946c0b4491e3ac2c64197a587"},
+    {file = "ydf-0.13.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c260b1fd34c9390409660bf8986cebbf91b1b2f3d41792ccd3dcb7195eef47f8"},
+    {file = "ydf-0.13.0-cp39-cp39-macosx_12_0_arm64.whl", hash = "sha256:8d1d7ce20ad80e7f990af2dafc4367e4e1c80bc22c39b324dac8fe0d27161eeb"},
+    {file = "ydf-0.13.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4d278493cde628ad1b6dff61e9b9c610c42f5a0ff8dfcef58a7a9c1f4a2aeac9"},
+]
+
+[package.dependencies]
+absl_py = "*"
+numpy = "*"
+protobuf = ">=5.29.1,<7.0.0"
+
+[package.extras]
+pandas = ["pandas"]
+
 [metadata]
 lock-version = "2.1"
-python-versions = ">=3.10.18,<3.11"
-content-hash = "33f73646fe3bed9d0a92022059102ed70b4e779f739730d033bbda17aa026b69"
+python-versions = ">=3.10,<3.11"
+content-hash = "3460d20d832a5eb839b629f0197e5b3dd9a0ddbd1a9abbf6d03619dba41790eb"
diff --git a/py3.10/pyproject.toml b/py3.10/pyproject.toml
index 6c94bc8..7b48a10 100644
--- a/py3.10/pyproject.toml
+++ b/py3.10/pyproject.toml
@@ -2,7 +2,7 @@
 name = "py3-10"
 version = "0.1.0"
 readme = "../README.md"
-requires-python = ">=3.10.18,<3.11"
+requires-python = ">=3.10,<3.11"
 dependencies = [
     "absl-py (==1.4.0)",
     "aiohttp (==3.8.4)",
@@ -20,7 +20,7 @@ dependencies = [
     "cycler (==0.11.0)",
     "fickling (==0.0.4)",
     "filelock (==3.12.0)",
-    "flatbuffers (==23.5.26)",
+    "flatbuffers (==24.3.25)",
     "fonttools (==4.39.4)",
     "frozenlist (==1.3.3)",
     "fsspec (==2023.5.0)",
@@ -30,12 +30,12 @@ dependencies = [
     "google-pasta (==0.2.0)",
     "graphviz (==0.20.1)",
     "grpcio (==1.54.2)",
-    "h5py (==3.8.0)",
+    "h5py>=3.14.0,<4.0.0",
     "idna (==3.4)",
     "jax (==0.4.11)",
     "jinja2 (==3.1.2)",
     "joblib (==1.2.0)",
-    "keras (==2.15.0)",
+    "keras>=3.10.0,<4.0.0",
     "kiwisolver (==1.4.4)",
     "libclang (==16.0.0)",
     "lightgbm (==4.0.0)",
@@ -43,7 +43,7 @@ dependencies = [
     "markdown (==3.4.3)",
     "markupsafe (==2.1.3)",
     "matplotlib (==3.7.1)",
-    "ml-dtypes (==0.2.0)",
+    "ml-dtypes (==0.5.1)",
     "mlxtend (==0.23.1)",
     "mpmath (==1.3.0)",
     "multidict (==6.0.4)",
@@ -59,7 +59,7 @@ dependencies = [
     "pillow (==9.5.0)",
     "plotly (==5.14.1)",
     "polars (==0.18.15)",
-    "protobuf (==4.23.2)",
+    "protobuf (==5.29.1)",
     "pyarrow (==11.0.0)",
     "pyasn1 (==0.5.0)",
     "pyasn1-modules (==0.3.0)",
@@ -77,9 +77,9 @@ dependencies = [
     "statsmodels (==0.14.1)",
     "sympy (==1.12)",
     "tenacity (==8.2.2)",
-    "tensorboard (==2.15.0)",
+    "tensorboard (==2.19.0)",
     "tensorboard-data-server (==0.7.2)",
-    "tensorflow (==2.15.0)",
+    "tensorflow (==2.19.0)",
     "tensorflow-estimator (==2.15.0)",
     "tensorflow-io-gcs-filesystem (==0.34.0)",
     "termcolor (==2.3.0)",
@@ -99,7 +99,8 @@ dependencies = [
     "onnx (==1.17.0)",
     "skorch (>=1.1.0,<2.0.0)",
     "numba (>=0.61.2,<0.62.0)",
-    "tabpfn (==0.1.11)"
+    "tabpfn (==0.1.11)",
+    "tensorflow-decision-forests (>=1.12.0,<2.0.0)",
 ]
 
 # removed "tensorflow-decision-forests (==1.8.1)", possibly add ydf via 0.4.3
diff --git a/py3.10/requirements.txt b/py3.10/requirements.txt
new file mode 100644
index 0000000..50e329a
--- /dev/null
+++ b/py3.10/requirements.txt
@@ -0,0 +1,226 @@
+absl-py==1.4.0 
+aiohttp==3.8.4 
+aiosignal==1.3.1 
+annotated-types==0.7.0 
+anyio==4.9.0 
+appnope==0.1.4 
+argon2-cffi-bindings==21.2.0 
+argon2-cffi==25.1.0 
+arrow==1.3.0 
+asttokens==3.0.0 
+astunparse==1.6.3 
+async-lru==2.0.5 
+async-timeout==4.0.2 
+attrs==23.1.0 
+babel==2.17.0 
+beautifulsoup4==4.13.4 
+bleach==6.2.0 
+cachetools==5.3.1 
+catboost==1.2 
+certifi==2022.12.7 
+cffi==1.17.1 
+charset-normalizer==3.1.0 
+click==8.1.3 
+cloudpickle==2.2.1 
+colorama==0.4.6 
+comm==0.2.2 
+contourpy==1.0.7 
+cycler==0.11.0 
+debugpy==1.8.15 
+decorator==5.2.1 
+defusedxml==0.7.1 
+docker-pycreds==0.4.0 
+eod==0.2.1 
+exceptiongroup==1.3.0 
+executing==2.2.0 
+fastjsonschema==2.21.1 
+fickling==0.0.4 
+filelock==3.12.0 
+flatbuffers==24.3.25 
+fonttools==4.39.4 
+fqdn==1.5.1 
+frozenlist==1.3.3 
+fsspec==2023.5.0 
+gast==0.4.0 
+gitdb==4.0.12 
+gitpython==3.1.44 
+google-api-core==2.25.1 
+google-auth-oauthlib==1.0.0 
+google-auth==2.19.1 
+google-cloud-core==2.4.3 
+google-cloud-storage==2.11.0 
+google-crc32c==1.7.1 
+google-pasta==0.2.0 
+google-resumable-media==2.7.2 
+googleapis-common-protos==1.70.0 
+graphviz==0.20.1 
+grpcio==1.54.2 
+h11==0.16.0 
+h5py==3.14.0 
+httpcore==1.0.9 
+httpx==0.28.1 
+idna==3.4 
+ipykernel==6.29.5 
+ipython==8.37.0 
+ipywidgets==8.1.7 
+isoduration==20.11.0 
+jax==0.4.11 
+jedi==0.19.2 
+jinja2==3.1.2 
+joblib==1.2.0 
+json5==0.12.0 
+jsonpointer==3.0.0 
+jsonschema-specifications==2025.4.1 
+jsonschema==4.25.0 
+jupyter-client==8.6.3 
+jupyter-console==6.6.3 
+jupyter-core==5.8.1 
+jupyter-events==0.12.0 
+jupyter-lsp==2.2.6 
+jupyter-server-terminals==0.5.3 
+jupyter-server==2.16.0 
+jupyter==1.1.1 
+jupyterlab-pygments==0.3.0 
+jupyterlab-server==2.27.3 
+jupyterlab-widgets==3.0.15 
+jupyterlab==4.4.5 
+kaggle==1.7.4.5 
+keras==3.11.1 
+kiwisolver==1.4.4 
+lark==1.2.2 
+libclang==16.0.0 
+lightgbm==4.0.0 
+lightning-utilities==0.8.0 
+llvmlite==0.44.0 
+markdown-it-py==3.0.0 
+markdown==3.4.3 
+markupsafe==2.1.3 
+matplotlib-inline==0.1.7 
+matplotlib==3.7.1 
+mdurl==0.1.2 
+mistune==3.1.3 
+ml-dtypes==0.5.1 
+mlxtend==0.23.1 
+mpmath==1.3.0 
+multidict==6.0.4 
+namex==0.1.0 
+nbclient==0.10.2 
+nbconvert==7.16.6 
+nbformat==5.10.4 
+nest-asyncio==1.6.0 
+networkx==3.1 
+notebook-shim==0.2.4 
+notebook==7.4.4 
+numba==0.61.2 
+numerai-tools==0.3.3 
+numerapi==2.15.0 
+numerbay==0.2.4 
+numerblox==0.5.9 
+numpy==1.26.4 
+oauthlib==3.2.2 
+onnx==1.17.0 
+opt-einsum==3.3.0 
+optree==0.17.0 
+overrides==7.7.0 
+packaging==23.1 
+pandas-ta==0.3.14b 
+pandas==2.0.0 
+pandocfilters==1.5.1 
+parso==0.8.4 
+patsy==1.0.1 
+pexpect==4.9.0 
+pillow==9.5.0 
+platformdirs==4.3.8 
+plotly==5.14.1 
+polars==0.18.15 
+prometheus-client==0.22.1 
+prompt-toolkit==3.0.51 
+proto-plus==1.26.1 
+protobuf==5.29.1 
+psutil==7.0.0 
+ptyprocess==0.7.0 
+pure-eval==0.2.3 
+pyarrow==11.0.0 
+pyasn1-modules==0.3.0 
+pyasn1==0.5.0 
+pycparser==2.22 
+pydantic-core==2.23.4 
+pydantic==2.9.2 
+pygments==2.19.2 
+pynacl==1.5.0 
+pynndescent==0.5.13 
+pyparsing==3.0.9 
+python-dateutil==2.8.2 
+python-json-logger==3.3.0 
+python-slugify==8.0.4 
+pytorch-lightning==2.0.2 
+pytz==2023.3 
+pywin32==311 
+pywinpty==2.0.15 
+pyyaml==6.0 
+pyzmq==27.0.0 
+referencing==0.36.2 
+requests-oauthlib==1.3.1 
+requests==2.32.3 
+rfc3339-validator==0.1.4 
+rfc3986-validator==0.1.1 
+rfc3987-syntax==1.1.0 
+rich==14.0.0 
+rpds-py==0.26.0 
+rsa==4.9 
+scikit-learn==1.3.0 
+scipy==1.11.4 
+send2trash==1.8.3 
+sentry-sdk==2.33.0 
+setproctitle==1.3.6 
+setuptools==80.9.0 
+six==1.16.0 
+skorch==1.1.0 
+smmap==5.0.2 
+sniffio==1.3.1 
+soupsieve==2.7 
+stack-data==0.6.3 
+statsmodels==0.14.1 
+sympy==1.12 
+tabpfn==0.1.11 
+tabulate==0.9.0 
+tenacity==8.2.2 
+tensorboard-data-server==0.7.2 
+tensorboard==2.19.0 
+tensorflow-decision-forests==1.12.0 
+tensorflow-estimator==2.15.0 
+tensorflow-io-gcs-filesystem==0.34.0 
+tensorflow==2.19.0 
+termcolor==2.3.0 
+terminado==0.18.1 
+text-unidecode==1.3 
+tf-keras==2.19.0 
+threadpoolctl==3.1.0 
+tinycss2==1.4.0 
+tomli==2.2.1 
+torch==2.0.1 
+torchmetrics==0.11.4 
+tornado==6.5.1 
+tqdm==4.65.0 
+traitlets==5.14.3 
+treelite-runtime==3.9.1 
+treelite==3.9.1 
+types-python-dateutil==2.9.0.20250708 
+typing-extensions==4.6.3 
+tzdata==2023.3 
+umap-learn==0.5.7 
+uri-template==1.3.0 
+urllib3==1.26.19 
+wandb==0.19.11 
+wcwidth==0.2.13 
+webcolors==24.11.1 
+webencodings==0.5.1 
+websocket-client==1.8.0 
+werkzeug==2.3.4 
+wheel==0.45.1 
+widgetsnbextension==4.0.14 
+wrapt==1.14.1 
+wurlitzer==3.1.1 
+xgboost==1.7.5 
+yarl==1.9.2 
+ydf==0.13.0 
diff --git a/py3.11/poetry.lock b/py3.11/poetry.lock
index 04a5d0c..5599682 100644
--- a/py3.11/poetry.lock
+++ b/py3.11/poetry.lock
@@ -3479,6 +3479,35 @@ wrapt = ">=1.11.0"
 [package.extras]
 and-cuda = ["nvidia-cublas-cu12 (==12.5.3.2)", "nvidia-cuda-cupti-cu12 (==12.5.82)", "nvidia-cuda-nvcc-cu12 (==12.5.82)", "nvidia-cuda-nvrtc-cu12 (==12.5.82)", "nvidia-cuda-runtime-cu12 (==12.5.82)", "nvidia-cudnn-cu12 (==9.3.0.75)", "nvidia-cufft-cu12 (==11.2.3.61)", "nvidia-curand-cu12 (==10.3.6.82)", "nvidia-cusolver-cu12 (==11.6.3.83)", "nvidia-cusparse-cu12 (==12.5.1.3)", "nvidia-nccl-cu12 (==2.23.4)", "nvidia-nvjitlink-cu12 (==12.5.82)"]
 
+[[package]]
+name = "tensorflow-decision-forests"
+version = "1.12.0"
+description = "Collection of training and inference decision forest algorithms."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "tensorflow_decision_forests-1.12.0-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:d0af6be361121db1317efd29147daae124cc0d98edcf8776b077fc429737ab87"},
+    {file = "tensorflow_decision_forests-1.12.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:41401e6b24e958e5edb8e354de76a3e290e707050ca8190acd65b030aafc139c"},
+    {file = "tensorflow_decision_forests-1.12.0-cp311-cp311-macosx_12_0_arm64.whl", hash = "sha256:43e11ffcb18a097789ecfde0871a5130d6ffb8a6aaaf2307c072faa74f6d9f48"},
+    {file = "tensorflow_decision_forests-1.12.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:990dcac0874c4b8cf646ab3438b8f804c522e8ebcc0b35116ea02cf05f46e026"},
+    {file = "tensorflow_decision_forests-1.12.0-cp312-cp312-macosx_12_0_arm64.whl", hash = "sha256:14ffa15864d10782445044302e42d0d88d07536669578f66fbeccdc20b1a9ed2"},
+    {file = "tensorflow_decision_forests-1.12.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d80ad5f29efa566adfd09fca61584a41666a20e064585a64c777a1df85a5d2e6"},
+    {file = "tensorflow_decision_forests-1.12.0-cp39-cp39-macosx_12_0_arm64.whl", hash = "sha256:3daa473ccf05b7aa33f104212b497698be6c42a74d3e761777314cb88f6822d8"},
+    {file = "tensorflow_decision_forests-1.12.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6b224809745231204e8e049f98d32b93c04075d9f9ec8d3bbcd5ae4e58ba7db2"},
+]
+
+[package.dependencies]
+absl_py = "*"
+numpy = "*"
+pandas = "*"
+six = "*"
+tensorflow = "2.19.0"
+tf_keras = ">=2.19,<3.0"
+wheel = "*"
+wurlitzer = "*"
+ydf = ">=0.11.0"
+
 [[package]]
 name = "tensorflow-estimator"
 version = "2.15.0"
@@ -3538,6 +3567,21 @@ files = [
 [package.extras]
 tests = ["pytest", "pytest-cov"]
 
+[[package]]
+name = "tf-keras"
+version = "2.19.0"
+description = "Deep learning for humans."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "tf_keras-2.19.0-py3-none-any.whl", hash = "sha256:4f339e800987b39d1548a8c76a7b33b6801a97ec7fcd89c299ec29741f7890bd"},
+    {file = "tf_keras-2.19.0.tar.gz", hash = "sha256:b09a407d87a4571ce1e8ca985cfc68483e3d63b2518a5d79a97ad92cb64dbe9c"},
+]
+
+[package.dependencies]
+tensorflow = ">=2.19,<2.20"
+
 [[package]]
 name = "threadpoolctl"
 version = "3.6.0"
@@ -3896,6 +3940,18 @@ files = [
     {file = "wrapt-1.17.2.tar.gz", hash = "sha256:41388e9d4d1522446fe79d3213196bd9e3b301a336965b9e27ca2788ebd122f3"},
 ]
 
+[[package]]
+name = "wurlitzer"
+version = "3.1.1"
+description = "Capture C-level output in context managers"
+optional = false
+python-versions = ">=3.5"
+groups = ["main"]
+files = [
+    {file = "wurlitzer-3.1.1-py3-none-any.whl", hash = "sha256:0b2749c2cde3ef640bf314a9f94b24d929fe1ca476974719a6909dfc568c3aac"},
+    {file = "wurlitzer-3.1.1.tar.gz", hash = "sha256:bfb9144ab9f02487d802b9ff89dbd3fa382d08f73e12db8adc4c2fb00cd39bd9"},
+]
+
 [[package]]
 name = "xgboost"
 version = "3.0.2"
@@ -4045,7 +4101,37 @@ idna = ">=2.0"
 multidict = ">=4.0"
 propcache = ">=0.2.1"
 
+[[package]]
+name = "ydf"
+version = "0.13.0"
+description = "YDF (short for Yggdrasil Decision Forests) is a library for training, serving, evaluating and analyzing decision forest models such as Random Forest and Gradient Boosted Trees."
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
+    {file = "ydf-0.13.0-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:fdea7854d9c5d81267a42732d11efa242938fbc8a3c0795a876c184e4c242bca"},
+    {file = "ydf-0.13.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:84d96ffa416176aa0b09c063adae753c5879f20e546fc284e1b0f1bfd6bdeda4"},
+    {file = "ydf-0.13.0-cp311-cp311-macosx_12_0_arm64.whl", hash = "sha256:a920f331e16f3f6d1da64a27c6bf3655483c7e3bd1ce4bf4f3d52422ebcdcc93"},
+    {file = "ydf-0.13.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fca5167e2da14bbd4a1120ead71843769d046e2840f2fbcba8b9aaa3d581dd09"},
+    {file = "ydf-0.13.0-cp312-cp312-macosx_12_0_arm64.whl", hash = "sha256:20108f07edac014cbf6bd38c14fdb93e547a91ebf71ed36246df4d5c85943960"},
+    {file = "ydf-0.13.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b9efc1d0483657daaeff294a826490ffbd0e32bd2df552978bd84596eb54f0a6"},
+    {file = "ydf-0.13.0-cp313-cp313-macosx_12_0_arm64.whl", hash = "sha256:771bc68c3f001b935a43dca99d8abebfce6cb47adfe4265d393acd74b520c619"},
+    {file = "ydf-0.13.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4bf147d1e068cbe10d453ba4ccc3f143b592b38ef87e319edd7d133e358f0338"},
+    {file = "ydf-0.13.0-cp38-cp38-macosx_12_0_arm64.whl", hash = "sha256:d3cdb40d4d06f063caba01ceab066dfcbe82102946c0b4491e3ac2c64197a587"},
+    {file = "ydf-0.13.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c260b1fd34c9390409660bf8986cebbf91b1b2f3d41792ccd3dcb7195eef47f8"},
+    {file = "ydf-0.13.0-cp39-cp39-macosx_12_0_arm64.whl", hash = "sha256:8d1d7ce20ad80e7f990af2dafc4367e4e1c80bc22c39b324dac8fe0d27161eeb"},
+    {file = "ydf-0.13.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4d278493cde628ad1b6dff61e9b9c610c42f5a0ff8dfcef58a7a9c1f4a2aeac9"},
+]
+
+[package.dependencies]
+absl_py = "*"
+numpy = "*"
+protobuf = ">=5.29.1,<7.0.0"
+
+[package.extras]
+pandas = ["pandas"]
+
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.11.13,<3.12"
-content-hash = "59265f154d8b20dba471f1053e922480abfa21f72be6236e80139d6dd1459dea"
+content-hash = "c893ddd1076eaf8b656d7a876a89cc0e653cb41ec5bbbad61899e168674e5b82"
diff --git a/py3.11/pyproject.toml b/py3.11/pyproject.toml
index aa655f3..da9c3e3 100644
--- a/py3.11/pyproject.toml
+++ b/py3.11/pyproject.toml
@@ -99,6 +99,7 @@ dependencies = [
   "skorch (>=1.1.0,<2.0.0)",
   "numba (>=0.61.2,<0.62.0)",
   "tabpfn (>=2.1.0,<3.0.0)",
+  "tensorflow-decision-forests (>=1.12.0,<2.0.0)",
 ]
 
 # removed "tensorflow-decision-forests (==1.8.1)", possibly add ydf via 0.4.3
diff --git a/py3.11/requirements.txt b/py3.11/requirements.txt
new file mode 100644
index 0000000..31eeeb9
--- /dev/null
+++ b/py3.11/requirements.txt
@@ -0,0 +1,134 @@
+absl-py==2.3.1
+aiohappyeyeballs==2.6.1
+aiohttp==3.12.14
+aiosignal==1.4.0
+astunparse==1.6.3
+async-timeout==5.0.1
+attrs==25.3.0
+cachetools==5.5.2
+catboost==1.2.8
+certifi==2025.7.14
+charset-normalizer==3.4.2
+click==8.2.1
+cloudpickle==3.1.1
+colorama==0.4.6
+contourpy==1.3.2
+cycler==0.12.1
+einops==0.8.1
+fickling==0.1.4
+filelock==3.18.0
+flatbuffers==25.2.10
+fonttools==4.59.0
+frozenlist==1.7.0
+fsspec==2025.7.0
+gast==0.6.0
+google-auth-oauthlib==1.2.2
+google-auth==2.40.3
+google-pasta==0.2.0
+graphviz==0.21
+grpcio==1.73.1
+h5py==3.14.0
+hf-xet==1.1.5
+huggingface-hub==0.33.4
+idna==3.10
+jax==0.6.2
+jaxlib==0.6.2
+jinja2==3.1.6
+joblib==1.5.1
+keras==3.10.0
+kiwisolver==1.4.8
+libclang==18.1.1
+lightgbm==4.6.0
+lightning-utilities==0.14.3
+llvmlite==0.44.0
+markdown-it-py==3.0.0
+markdown==3.8.2
+markupsafe==3.0.2
+matplotlib==3.10.3
+mdurl==0.1.2
+ml-dtypes==0.5.1
+mlxtend==0.23.4
+mpmath==1.3.0
+multidict==6.6.3
+namex==0.1.0
+narwhals==1.47.1
+networkx==3.5
+numba==0.61.2
+numerai-tools==0.4.0
+numerapi==2.20.7
+numpy==2.1.3
+nvidia-cublas-cu12==12.6.4.1
+nvidia-cuda-cupti-cu12==12.6.80
+nvidia-cuda-nvrtc-cu12==12.6.77
+nvidia-cuda-runtime-cu12==12.6.77
+nvidia-cudnn-cu12==9.5.1.17
+nvidia-cufft-cu12==11.3.0.4
+nvidia-cufile-cu12==1.11.1.6
+nvidia-curand-cu12==10.3.7.77
+nvidia-cusolver-cu12==11.7.1.2
+nvidia-cusparse-cu12==12.5.4.2
+nvidia-cusparselt-cu12==0.6.3
+nvidia-nccl-cu12==2.26.2
+nvidia-nvjitlink-cu12==12.6.85
+nvidia-nvtx-cu12==12.6.77
+oauthlib==3.3.1
+onnx==1.18.0
+opt-einsum==3.4.0
+optree==0.16.0
+packaging==25.0
+pandas==2.3.1
+patsy==1.0.1
+pillow==11.3.0
+plotly==6.2.0
+polars==1.31.0
+propcache==0.3.2
+protobuf==5.29.5
+pyarrow==21.0.0
+pyasn1-modules==0.4.2
+pyasn1==0.6.1
+pygments==2.19.2
+pyparsing==3.2.3
+python-dateutil==2.9.0.post0
+pytorch-lightning==2.5.2
+pytz==2025.2
+pyyaml==6.0.2
+requests-oauthlib==2.0.0
+requests==2.32.4
+rich==14.0.0
+rsa==4.9.1
+scikit-learn==1.6.1
+scipy==1.16.0
+setuptools==80.9.0
+six==1.17.0
+skorch==1.1.0
+statsmodels==0.14.5
+stdlib-list==0.11.1
+sympy==1.14.0
+tabpfn==2.1.0
+tabulate==0.9.0
+tenacity==9.1.2
+tensorboard-data-server==0.7.2
+tensorboard==2.19.0
+tensorflow-decision-forests==1.12.0
+tensorflow-estimator==2.15.0
+tensorflow-io-gcs-filesystem==0.37.1
+tensorflow==2.19.0
+termcolor==3.1.0
+tf-keras==2.19.0
+threadpoolctl==3.6.0
+torch==2.7.1
+torchmetrics==1.7.4
+tqdm==4.67.1
+treelite-runtime==3.9.1
+treelite==4.4.1
+triton==3.3.1
+typing-extensions==4.14.1
+tzdata==2025.2
+urllib3==2.5.0
+werkzeug==3.1.3
+wheel==0.45.1
+wrapt==1.17.2
+wurlitzer==3.1.1
+xgboost==3.0.2
+yarl==1.20.1
+ydf==0.13.0
diff --git a/py3.12/poetry.lock b/py3.12/poetry.lock
index 8ff518f..f3acbd1 100644
--- a/py3.12/poetry.lock
+++ b/py3.12/poetry.lock
@@ -3477,6 +3477,35 @@ wrapt = ">=1.11.0"
 [package.extras]
 and-cuda = ["nvidia-cublas-cu12 (==12.5.3.2)", "nvidia-cuda-cupti-cu12 (==12.5.82)", "nvidia-cuda-nvcc-cu12 (==12.5.82)", "nvidia-cuda-nvrtc-cu12 (==12.5.82)", "nvidia-cuda-runtime-cu12 (==12.5.82)", "nvidia-cudnn-cu12 (==9.3.0.75)", "nvidia-cufft-cu12 (==11.2.3.61)", "nvidia-curand-cu12 (==10.3.6.82)", "nvidia-cusolver-cu12 (==11.6.3.83)", "nvidia-cusparse-cu12 (==12.5.1.3)", "nvidia-nccl-cu12 (==2.23.4)", "nvidia-nvjitlink-cu12 (==12.5.82)"]
 
+[[package]]
+name = "tensorflow-decision-forests"
+version = "1.12.0"
+description = "Collection of training and inference decision forest algorithms."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "tensorflow_decision_forests-1.12.0-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:d0af6be361121db1317efd29147daae124cc0d98edcf8776b077fc429737ab87"},
+    {file = "tensorflow_decision_forests-1.12.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:41401e6b24e958e5edb8e354de76a3e290e707050ca8190acd65b030aafc139c"},
+    {file = "tensorflow_decision_forests-1.12.0-cp311-cp311-macosx_12_0_arm64.whl", hash = "sha256:43e11ffcb18a097789ecfde0871a5130d6ffb8a6aaaf2307c072faa74f6d9f48"},
+    {file = "tensorflow_decision_forests-1.12.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:990dcac0874c4b8cf646ab3438b8f804c522e8ebcc0b35116ea02cf05f46e026"},
+    {file = "tensorflow_decision_forests-1.12.0-cp312-cp312-macosx_12_0_arm64.whl", hash = "sha256:14ffa15864d10782445044302e42d0d88d07536669578f66fbeccdc20b1a9ed2"},
+    {file = "tensorflow_decision_forests-1.12.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d80ad5f29efa566adfd09fca61584a41666a20e064585a64c777a1df85a5d2e6"},
+    {file = "tensorflow_decision_forests-1.12.0-cp39-cp39-macosx_12_0_arm64.whl", hash = "sha256:3daa473ccf05b7aa33f104212b497698be6c42a74d3e761777314cb88f6822d8"},
+    {file = "tensorflow_decision_forests-1.12.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6b224809745231204e8e049f98d32b93c04075d9f9ec8d3bbcd5ae4e58ba7db2"},
+]
+
+[package.dependencies]
+absl_py = "*"
+numpy = "*"
+pandas = "*"
+six = "*"
+tensorflow = "2.19.0"
+tf_keras = ">=2.19,<3.0"
+wheel = "*"
+wurlitzer = "*"
+ydf = ">=0.11.0"
+
 [[package]]
 name = "tensorflow-estimator"
 version = "2.15.0"
@@ -3536,6 +3565,21 @@ files = [
 [package.extras]
 tests = ["pytest", "pytest-cov"]
 
+[[package]]
+name = "tf-keras"
+version = "2.19.0"
+description = "Deep learning for humans."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "tf_keras-2.19.0-py3-none-any.whl", hash = "sha256:4f339e800987b39d1548a8c76a7b33b6801a97ec7fcd89c299ec29741f7890bd"},
+    {file = "tf_keras-2.19.0.tar.gz", hash = "sha256:b09a407d87a4571ce1e8ca985cfc68483e3d63b2518a5d79a97ad92cb64dbe9c"},
+]
+
+[package.dependencies]
+tensorflow = ">=2.19,<2.20"
+
 [[package]]
 name = "threadpoolctl"
 version = "3.6.0"
@@ -3895,6 +3939,18 @@ files = [
     {file = "wrapt-1.17.2.tar.gz", hash = "sha256:41388e9d4d1522446fe79d3213196bd9e3b301a336965b9e27ca2788ebd122f3"},
 ]
 
+[[package]]
+name = "wurlitzer"
+version = "3.1.1"
+description = "Capture C-level output in context managers"
+optional = false
+python-versions = ">=3.5"
+groups = ["main"]
+files = [
+    {file = "wurlitzer-3.1.1-py3-none-any.whl", hash = "sha256:0b2749c2cde3ef640bf314a9f94b24d929fe1ca476974719a6909dfc568c3aac"},
+    {file = "wurlitzer-3.1.1.tar.gz", hash = "sha256:bfb9144ab9f02487d802b9ff89dbd3fa382d08f73e12db8adc4c2fb00cd39bd9"},
+]
+
 [[package]]
 name = "xgboost"
 version = "3.0.2"
@@ -4044,7 +4100,37 @@ idna = ">=2.0"
 multidict = ">=4.0"
 propcache = ">=0.2.1"
 
+[[package]]
+name = "ydf"
+version = "0.13.0"
+description = "YDF (short for Yggdrasil Decision Forests) is a library for training, serving, evaluating and analyzing decision forest models such as Random Forest and Gradient Boosted Trees."
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
+    {file = "ydf-0.13.0-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:fdea7854d9c5d81267a42732d11efa242938fbc8a3c0795a876c184e4c242bca"},
+    {file = "ydf-0.13.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:84d96ffa416176aa0b09c063adae753c5879f20e546fc284e1b0f1bfd6bdeda4"},
+    {file = "ydf-0.13.0-cp311-cp311-macosx_12_0_arm64.whl", hash = "sha256:a920f331e16f3f6d1da64a27c6bf3655483c7e3bd1ce4bf4f3d52422ebcdcc93"},
+    {file = "ydf-0.13.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fca5167e2da14bbd4a1120ead71843769d046e2840f2fbcba8b9aaa3d581dd09"},
+    {file = "ydf-0.13.0-cp312-cp312-macosx_12_0_arm64.whl", hash = "sha256:20108f07edac014cbf6bd38c14fdb93e547a91ebf71ed36246df4d5c85943960"},
+    {file = "ydf-0.13.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b9efc1d0483657daaeff294a826490ffbd0e32bd2df552978bd84596eb54f0a6"},
+    {file = "ydf-0.13.0-cp313-cp313-macosx_12_0_arm64.whl", hash = "sha256:771bc68c3f001b935a43dca99d8abebfce6cb47adfe4265d393acd74b520c619"},
+    {file = "ydf-0.13.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4bf147d1e068cbe10d453ba4ccc3f143b592b38ef87e319edd7d133e358f0338"},
+    {file = "ydf-0.13.0-cp38-cp38-macosx_12_0_arm64.whl", hash = "sha256:d3cdb40d4d06f063caba01ceab066dfcbe82102946c0b4491e3ac2c64197a587"},
+    {file = "ydf-0.13.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c260b1fd34c9390409660bf8986cebbf91b1b2f3d41792ccd3dcb7195eef47f8"},
+    {file = "ydf-0.13.0-cp39-cp39-macosx_12_0_arm64.whl", hash = "sha256:8d1d7ce20ad80e7f990af2dafc4367e4e1c80bc22c39b324dac8fe0d27161eeb"},
+    {file = "ydf-0.13.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4d278493cde628ad1b6dff61e9b9c610c42f5a0ff8dfcef58a7a9c1f4a2aeac9"},
+]
+
+[package.dependencies]
+absl_py = "*"
+numpy = "*"
+protobuf = ">=5.29.1,<7.0.0"
+
+[package.extras]
+pandas = ["pandas"]
+
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.12,<3.13"
-content-hash = "31604b2a8a940d7970f21832fae5dadec28a3a8ba08eccbcca0991502766a2d7"
+content-hash = "4aea4f062449534f71d7587bc62e04fbe0e21d90d7b03022d0640c0ce331ec4b"
diff --git a/py3.12/pyproject.toml b/py3.12/pyproject.toml
index af0cb36..77ed737 100644
--- a/py3.12/pyproject.toml
+++ b/py3.12/pyproject.toml
@@ -100,6 +100,7 @@ dependencies = [
     "skorch (>=1.1.0,<2.0.0)",
     "numba (>=0.61.2,<0.62.0)",
     "tabpfn (>=2.1.0,<3.0.0)",
+    "tensorflow-decision-forests (>=1.12.0,<2.0.0)",
 ]
 
 # removed "tensorflow-decision-forests (==1.8.1)", possibly add ydf via 0.4.3
diff --git a/py3.12/requirements.txt b/py3.12/requirements.txt
new file mode 100644
index 0000000..0573d5d
--- /dev/null
+++ b/py3.12/requirements.txt
@@ -0,0 +1,134 @@
+absl-py==2.3.1
+aiohappyeyeballs==2.6.1
+aiohttp==3.12.14
+aiosignal==1.4.0
+astunparse==1.6.3
+async-timeout==5.0.1
+attrs==25.3.0
+cachetools==5.5.2
+catboost==1.2.8
+certifi==2025.7.14
+charset-normalizer==3.4.2
+click==8.2.1
+cloudpickle==3.1.1
+colorama==0.4.6
+contourpy==1.3.2
+cycler==0.12.1
+einops==0.8.1
+fickling==0.1.4
+filelock==3.18.0
+flatbuffers==25.2.10
+fonttools==4.59.0
+frozenlist==1.7.0
+fsspec==2025.7.0
+gast==0.6.0
+google-auth-oauthlib==1.2.2
+google-auth==2.40.3
+google-pasta==0.2.0
+graphviz==0.21
+grpcio==1.73.1
+h5py==3.14.0
+hf-xet==1.1.5
+huggingface-hub==0.33.4
+idna==3.10
+jax==0.6.2
+jaxlib==0.6.2
+jinja2==3.1.6
+joblib==1.5.1
+keras==3.10.0
+kiwisolver==1.4.8
+libclang==18.1.1
+lightgbm==4.5.0
+lightning-utilities==0.14.3
+llvmlite==0.44.0
+markdown-it-py==3.0.0
+markdown==3.8.2
+markupsafe==3.0.2
+matplotlib==3.10.3
+mdurl==0.1.2
+ml-dtypes==0.5.1
+mlxtend==0.23.4
+mpmath==1.3.0
+multidict==6.6.3
+namex==0.1.0
+narwhals==1.47.1
+networkx==3.5
+numba==0.61.2
+numerai-tools==0.4.0
+numerapi==2.20.7
+numpy==2.1.3
+nvidia-cublas-cu12==12.6.4.1
+nvidia-cuda-cupti-cu12==12.6.80
+nvidia-cuda-nvrtc-cu12==12.6.77
+nvidia-cuda-runtime-cu12==12.6.77
+nvidia-cudnn-cu12==9.5.1.17
+nvidia-cufft-cu12==11.3.0.4
+nvidia-cufile-cu12==1.11.1.6
+nvidia-curand-cu12==10.3.7.77
+nvidia-cusolver-cu12==11.7.1.2
+nvidia-cusparse-cu12==12.5.4.2
+nvidia-cusparselt-cu12==0.6.3
+nvidia-nccl-cu12==2.26.2
+nvidia-nvjitlink-cu12==12.6.85
+nvidia-nvtx-cu12==12.6.77
+oauthlib==3.3.1
+onnx==1.18.0
+opt-einsum==3.4.0
+optree==0.16.0
+packaging==25.0
+pandas==2.3.1
+patsy==1.0.1
+pillow==11.3.0
+plotly==6.2.0
+polars==1.31.0
+propcache==0.3.2
+protobuf==5.29.5
+pyarrow==18.1.0
+pyasn1-modules==0.4.2
+pyasn1==0.6.1
+pygments==2.19.2
+pyparsing==3.2.3
+python-dateutil==2.9.0.post0
+pytorch-lightning==2.5.2
+pytz==2025.2
+pyyaml==6.0.2
+requests-oauthlib==2.0.0
+requests==2.32.4
+rich==14.0.0
+rsa==4.9.1
+scikit-learn==1.6.1
+scipy==1.16.0
+setuptools==80.9.0
+six==1.17.0
+skorch==1.1.0
+statsmodels==0.14.5
+stdlib-list==0.11.1
+sympy==1.14.0
+tabpfn==2.1.0
+tabulate==0.9.0
+tenacity==9.1.2
+tensorboard-data-server==0.7.2
+tensorboard==2.19.0
+tensorflow-decision-forests==1.12.0
+tensorflow-estimator==2.15.0
+tensorflow-io-gcs-filesystem==0.37.1
+tensorflow==2.19.0
+termcolor==3.1.0
+tf-keras==2.19.0
+threadpoolctl==3.6.0
+torch==2.7.1
+torchmetrics==1.7.4
+tqdm==4.67.1
+treelite-runtime==3.9.1
+treelite==4.4.1
+triton==3.3.1
+typing-extensions==4.14.1
+tzdata==2025.2
+urllib3==2.5.0
+werkzeug==3.1.3
+wheel==0.45.1
+wrapt==1.17.2
+wurlitzer==3.1.1
+xgboost==3.0.2
+yarl==1.20.1
+ydf==0.13.0