diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index f022842..c2758dd 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -6,7 +6,7 @@ on:
 
 env: 
   IMAGE_NAME: lecture-python-container
-  TAG: cuda-12.6.0-anaconda-2024-06-py311
+  TAG: cuda-12.6.0-anaconda-2024-06-py312
 
 jobs:
   push_to_registry:
diff --git a/cuda-12.6.0-anaconda-2024-06-py312/Dockerfile b/cuda-12.6.0-anaconda-2024-06-py312/Dockerfile
new file mode 100644
index 0000000..ff4fb87
--- /dev/null
+++ b/cuda-12.6.0-anaconda-2024-06-py312/Dockerfile
@@ -0,0 +1,47 @@
+FROM nvidia/cuda:12.6.0-devel-ubuntu22.04
+
+ENV DEBIAN_FRONTEND=noninteractive
+RUN echo 'debconf debconf/frontend select Noninteractive' | debconf-set-selections
+
+# Install base utilities
+RUN apt-get update && \
+    apt-get install -y sudo
+
+# Install tzdata
+# ENV TZ=Etc/UTC
+# RUN ln -snf /usr/share/zoneinfo/$TZ /etc/localtime && echo $TZ > /etc/timezone
+RUN apt-get install -y tzdata
+
+# Install developer tools
+RUN apt-get install -y build-essential && \
+    apt-get install -y wget && \
+    apt-get install -y git
+
+# Install LaTeX build system
+RUN apt-get install -y texlive-latex-recommended texlive-latex-extra texlive-fonts-recommended texlive-fonts-extra texlive-xetex latexmk xindy dvipng ghostscript cm-super
+
+# Clean apt
+RUN sudo apt-get clean && \
+    rm -rf /var/lib/apt/lists/*
+
+# Install miniconda
+ENV CONDA_DIR /opt/conda
+RUN wget --quiet https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh -O ~/miniconda.sh && \
+     /bin/bash ~/miniconda.sh -b -p /opt/conda
+RUN rm -rf Miniconda3-latest-Linux-x86_64.sh
+
+# Put conda in path so we can use conda activate
+ENV PATH=$CONDA_DIR/bin:$PATH
+
+# Setup Environment
+COPY environment.yml .
+RUN conda env create -f environment.yml
+RUN echo "source activate quantecon" > ~/.bashrc
+ENV PATH /opt/conda/envs/quantecon/bin:$PATH
+ENV CONDA_DEFAULT_ENV quantecon
+
+# Install JAX
+RUN nvcc --version
+RUN pip install "numpyro[cuda]" -f https://storage.googleapis.com/jax-releases/jax_cuda_releases.html
+# Note: always install jax[cuda] last to ensure proper CUDA+CUDANN version linking
+RUN pip install --upgrade "jax[cuda12_pip]" -f https://storage.googleapis.com/jax-releases/jax_cuda_releases.html
diff --git a/cuda-12.6.0-anaconda-2024-06-py312/environment.yml b/cuda-12.6.0-anaconda-2024-06-py312/environment.yml
new file mode 100644
index 0000000..2a0111a
--- /dev/null
+++ b/cuda-12.6.0-anaconda-2024-06-py312/environment.yml
@@ -0,0 +1,27 @@
+name: quantecon
+channels:
+  - default
+dependencies:
+  - python=3.12
+  - anaconda=2024.06
+  - pip
+  - pip:
+    - jupyter-book==0.15.1
+    - quantecon-book-theme==0.7.2
+    - sphinx-tojupyter==0.3.0
+    - sphinxext-rediraffe==0.2.7
+    - sphinx-reredirects==0.1.3
+    - sphinx-exercise==0.4.1
+    - sphinx-proof==0.2.0
+    - ghp-import==1.1.0
+    - sphinxcontrib-youtube==1.1.0
+    - sphinx-togglebutton==0.3.1
+    - array-to-latex
+    - prettytable
+    - kaleido
+    - arviz
+    # Docker Requirements
+    - pytz
+    # Docutils Issue (https://github.com/mcmtroffaes/sphinxcontrib-bibtex/issues/322)
+    - docutils==0.17.1
+