diff --git a/.conda.tensorflow/bld.bat b/.conda.tensorflow/bld.bat
new file mode 100644
index 0000000..75ef64d
--- /dev/null
+++ b/.conda.tensorflow/bld.bat
@@ -0,0 +1,7 @@
+@echo off
+
+set PIP_NO_INDEX=False
+set PIP_NO_DEPENDENCIES=False
+set PIP_IGNORE_INSTALLED=False
+
+pip install --no-cache-dir -r .\requirements.tensorflow.txt
\ No newline at end of file
diff --git a/.conda.tensorflow/build.sh b/.conda.tensorflow/build.sh
new file mode 100644
index 0000000..775d217
--- /dev/null
+++ b/.conda.tensorflow/build.sh
@@ -0,0 +1,15 @@
+#!/usr/bin/env bash
+
+export PIP_NO_INDEX=False
+export PIP_NO_DEPENDENCIES=False
+export PIP_IGNORE_INSTALLED=False
+
+pip install --no-cache-dir -r ./requirements.tensorflow.txt
+
+# Copy the activate scripts to $PREFIX/etc/conda/activate.d.
+# This will allow them to be run on environment activation.
+for CHANGE in "activate" "deactivate"
+do
+    mkdir -p "${PREFIX}/etc/conda/${CHANGE}.d"
+    cp "${RECIPE_DIR}/tensorflow_${CHANGE}.sh" "${PREFIX}/etc/conda/${CHANGE}.d/tensorflow_${CHANGE}.sh"
+done
\ No newline at end of file
diff --git a/.conda.tensorflow/meta.yaml b/.conda.tensorflow/meta.yaml
new file mode 100644
index 0000000..81818cf
--- /dev/null
+++ b/.conda.tensorflow/meta.yaml
@@ -0,0 +1,51 @@
+# Ref: https://docs.conda.io/projects/conda-build/en/latest/resources/define-metadata.html
+
+package:
+  name: tensorflow
+  version: 2.9.2
+
+about:
+  home: https://tensorflow.org
+  license: Apache License
+  summary: 'TensorFlow conda package based on the PyPI wheels.
+
+  For GPU support, install cudatoolkit 11.3.1 and cudnn 8.2.1 which are available as conda packages on the default channel.'
+
+build:
+  number: 0
+
+source:
+  path: ../
+
+requirements:
+  build:
+    - '{{ compiler("c") }}'
+    - '{{ compiler("cxx") }}'
+
+  host:
+    - python>=3.10.0,<3.11.0
+    - numpy
+    - h5py
+    - protobuf
+    - certifi
+    - importlib-metadata
+    - six
+    - typing-extensions
+    - zipp
+    - pip
+
+  run:
+    - python>=3.10.0,<3.11.0
+    - numpy
+    - h5py
+    - protobuf
+    - certifi
+    - importlib-metadata
+    - six
+    - typing-extensions
+    - zipp
+    - pip
+
+test:
+  imports:
+    - tensorflow
\ No newline at end of file
diff --git a/.conda.tensorflow/tensorflow_activate.sh b/.conda.tensorflow/tensorflow_activate.sh
new file mode 100644
index 0000000..885879a
--- /dev/null
+++ b/.conda.tensorflow/tensorflow_activate.sh
@@ -0,0 +1,6 @@
+#!/bin/sh
+
+# Remember the old library path for when we deactivate
+export SLEAP_OLD_LD_LIBRARY_PATH=$LD_LIBRARY_PATH
+# Help CUDA find GPUs!
+export LD_LIBRARY_PATH=$CONDA_PREFIX/lib:$LD_LIBRARY_PATH
\ No newline at end of file
diff --git a/.conda.tensorflow/tensorflow_deactivate.sh b/.conda.tensorflow/tensorflow_deactivate.sh
new file mode 100644
index 0000000..857c0f4
--- /dev/null
+++ b/.conda.tensorflow/tensorflow_deactivate.sh
@@ -0,0 +1,4 @@
+#!/bin/sh
+
+# Reset to the old library path for when deactivating the environment
+export LD_LIBRARY_PATH=$SLEAP_OLD_LD_LIBRARY_PATH
\ No newline at end of file
diff --git a/.github/workflows/build_tensorflow.yml b/.github/workflows/build_tensorflow.yml
index c4489b8..b105bf1 100644
--- a/.github/workflows/build_tensorflow.yml
+++ b/.github/workflows/build_tensorflow.yml
@@ -4,54 +4,156 @@ on:
   push:
     branches:
       - main
-      - elizabeth/add-tensorflow-macos-conda-package
+      - elizabeth/add-windows-linux-tensorflow-conda-package
 
     paths:
       - ".github/workflows/build_tensorflow.yml"
+      - ".conda.tensorflow/**"
       - ".conda.tensorflow_macos/**"
       - "environment.tensorflow.yml"
+      - "requirements.tensorflow.txt"
       - "requirements.tensorflow_macos.txt"
 
+# If RUN_BUILD_JOB is set to true, then RUN_ID will be overwritten to the current run id
+env:
+  RUN_BUILD_JOB: false # TODO(LM): Set to true
+  RUN_ID: 10824742361 # Only used if RUN_BUILD_JOB is false (to dowload build artifact)
+
 jobs:
   build:
     name: Build package (${{ matrix.os }})
     runs-on: ${{ matrix.os }}
     strategy:
-      fail-fast: false
+      fail-fast: true
       matrix:
-        os: ["macos-14"]
+        os: ["ubuntu-22.04", "windows-2022", "macos-14"]
+        include:
+          - os-folder: linux-64
+          - build-folder: .conda.tensorflow
+          - os: "windows-2022"
+            os-folder: win-64
+            env-prefix: C:\c\
+          - os: "macos-14"
+            os-folder: osx-arm64
+            build-folder: .conda.tensorflow_macos
     steps:
       # Checkout the repository
       - name: Checkout
+        if: env.RUN_BUILD_JOB == 'true'
         uses: actions/checkout@v4
 
-      - name: Setup Miniconda (Ubuntu and MacOS)
-        if: matrix.os == 'macos-14'
+      - name: Make conda prefix directory (Windows)
+        if: matrix.os == 'windows-2022'
+        shell: powershell
+        run: |
+          New-Item -ItemType Directory -Force -Path ${{ matrix.env-prefix }}
+
+      - name: Setup Miniconda
+        if: env.RUN_BUILD_JOB == 'true'
         uses: conda-incubator/setup-miniconda@v3.0.3
         with:
           python-version: "3.10"
           environment-file: environment.tensorflow.yml
-          activate-environment: tf
+          activate-environment: ${{ matrix.env-prefix }}tf
 
       - name: Print environment info
+        if: env.RUN_BUILD_JOB == 'true'
         shell: bash -l {0}
         run: |
           which python
           conda info
           conda list
 
-      - name: Build conda package (MacOS)
-        if: matrix.os == 'macos-14'
+      - name: Build conda package (Windows)
+        if: (runner.os == 'Windows') && (env.RUN_BUILD_JOB == 'true')
+        shell: powershell
+        run: |
+          conda build --debug ${{ matrix.build-folder }} --output-folder ${{ matrix.env-prefix }}build -c conda-forge
+
+      - name: Build conda package (not Windows)
+        if: (runner.os != 'Windows') && (env.RUN_BUILD_JOB == 'true')
         shell: bash -l {0}
         run: |
-          conda build --debug .conda.tensorflow_macos --output-folder build.tensorflow_macos -c conda-forge
+          conda build --debug ${{ matrix.build-folder }} --output-folder build -c conda-forge
+
+      # Upload the build artifact incase anaconda upload fails
+      - name: Upload conda package artifact
+        if: env.RUN_BUILD_JOB == 'true'
+        uses: actions/upload-artifact@v4
+        with:
+          name: tensorflow-build-${{ matrix.os-folder }}
+          path: ${{ matrix.env-prefix }}build # Upload entire build directory
+          retention-days: 1
+
+  upload:
+    name: Upload package (${{ matrix.os }})
+    runs-on: ${{ matrix.os }}
+    needs: build
+    strategy:
+      fail-fast: false # TODO(LM): Set to true
+      matrix:
+        os: ["ubuntu-22.04", "windows-2022", "macos-14"]
+        include:
+          - os-folder: win-64
+          - os: "ubuntu-22.04"
+            os-folder: linux-64
+          - os: "macos-14"
+            os-folder: osx-arm64
+
+    steps:
+      # Checkout the repository
+      - name: Checkout
+        uses: actions/checkout@v4
+
+      - name: Setup Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: ${{ matrix.pyver }}
+
+      - name: Setup Miniconda
+        uses: conda-incubator/setup-miniconda@v3.0.3
+        with:
+          python-version: "3.10"
+          environment-file: environment.tensorflow.yml
+          activate-environment: tf
+
+      - name: Use current run id for conda package download
+        shell: bash -l {0}
+        if: env.RUN_BUILD_JOB == 'true'
+        run: echo "RUN_ID=${{ github.run_id }}" >> $GITHUB_ENV
+
+      # https://github.com/actions/download-artifact?tab=readme-ov-file#usage
+      - name: Download conda package artifact
+        uses: actions/download-artifact@v4
+        id: download
+        with:
+          name: tensorflow-build-${{ matrix.os-folder }}
+          path: build
+          run-id: ${{ env.RUN_ID }}
+          github-token: ${{ secrets.GITHUB_TOKEN }}
+
+      - name: List items in current directory
+        shell: bash -l {0}
+        run: |
+          ls .
+          ls -R build
+
+      - name: Upload to Anaconda (Windows)
+        if: runner.os == 'Windows'
+        env:
+          ANACONDA_PASSWORD: ${{ secrets.ANACONDA_PASSWORD }}
+        shell: bash -l {0}
+        run: |
+          anaconda login --username sleap-deps --password "$ANACONDA_PASSWORD"
+          anaconda -v upload "build/${{ matrix.os-folder }}/*.tar.bz2" --label dev --user sleap-deps
+          anaconda logout
 
-      - name: Upload to Anaconda (MacOS)
-        if: matrix.os == 'macos-14'
+      - name: Upload to Anaconda (not Windows)
+        if: runner.os != 'Windows'
         env:
           ANACONDA_PASSWORD: ${{ secrets.ANACONDA_PASSWORD }}
         shell: bash -l {0}
         run: |
           anaconda login --username sleap-deps --password "$ANACONDA_PASSWORD"
-          anaconda -v upload build.tensorflow_macos/osx-arm64/*.tar.bz2 --label dev --user sleap-deps
+          anaconda -v upload build/${{ matrix.os-folder }}/*.tar.bz2 --label dev --user sleap-deps
           anaconda logout
diff --git a/README.md b/README.md
index ae060ea..d02739c 100644
--- a/README.md
+++ b/README.md
@@ -7,28 +7,32 @@ There is a Github Actions workflow `build_tensorflow.yml` that uses Github runne
 
 1. Create the tensorflow build environment:
 
-```bash
-mamba env create -f environment.tensorflow.yml -n tf
-```
+    ```bash
+    mamba env create -f environment.tensorflow.yml -n tf
+    ```
 
 2. Activate the tensorflow build environment:
 
-```bash
-mamba activate tf
-```
+    ```bash
+    mamba activate tf
+    ```
 
 3. Build the tensorflow conda package:
 
-#### Mac
+    #### Windows or Linux
 
-```bash
-conda build --debug.conda.tensorflow_macos --output-folder build.tensorflow_macos -c conda-forge
-```
+    ```bash
+    conda build --debug .conda.tensorflow --output-folder build.tensorflow -c conda-forge
+    ```
 
-4. Test the conda package:
+    #### Mac
+
+    ```bash
+    conda build --debug .conda.tensorflow_macos --output-folder build.tensorflow -c conda-forge
+    ```
 
-#### Mac
+4. Test the conda package:
 
-```bash
-mamba create -n tf_macos -c ./build.tensorflow_macos -c conda-forge tensorflow
-```
+    ```bash
+    mamba create -n tf_build -c ./build.tensorflow -c conda-forge tensorflow
+    ```
diff --git a/requirements.tensorflow.txt b/requirements.tensorflow.txt
new file mode 100644
index 0000000..eeb92e4
--- /dev/null
+++ b/requirements.tensorflow.txt
@@ -0,0 +1,4 @@
+# tensorflow==2.10.1  # https://github.com/talmolab/sleap/issues/1721
+# tensorflow==2.7.0 # 2.7.0 worked in the past
+# tensorflow==2.9.0 # Trying to match the version of tensorflow-macos filename too long?
+tensorflow==2.9.2 # 2.9.2 is the latest version in the 2.9 series
\ No newline at end of file