diff --git a/Dockerfile b/Dockerfile
deleted file mode 100644
index b2bfceb..0000000
--- a/Dockerfile
+++ /dev/null
@@ -1,41 +0,0 @@
-# Copyright (c) 2023, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-#     http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-
-ARG BASE_CONTAINER=nvcr.io/nvidia/pytorch:23.06-py3
-FROM $BASE_CONTAINER as builder
-
-# Update pip
-RUN pip install --upgrade pip 
-
-# CI image
-FROM builder as ci
-RUN pip install "black==22.10.0" "interrogate==1.5.0" "coverage==6.5.0"
-COPY . /modulus-launch/
-RUN cd /modulus-launch/ && pip install -e . && rm -rf /modulus-launch/
-
-# Deploy image
-FROM builder as deploy
-COPY . /modulus-launch/
-RUN cd /modulus-launch/ && pip install .
-
-# Clean up
-RUN rm -rf /modulus-launch/
-
-# Docs image
-FROM deploy as docs
-# Install CI packages
-RUN pip install "tensorflow>=2.9.0" "warp-lang>=0.6.0" "black==22.10.0" "interrogate==1.5.0" "coverage==6.5.0" "protobuf==3.20.0"
-# Install packages for Sphinx build
-RUN pip install "recommonmark==0.7.1" "sphinx==5.1.1" "sphinx-rtd-theme==1.0.0" "pydocstyle==6.1.1" "nbsphinx==0.8.9" "nbconvert==6.4.3" "jinja2==3.0.3"
-RUN wget https://github.com/jgm/pandoc/releases/download/3.1.6.2/pandoc-3.1.6.2-1-amd64.deb && dpkg -i pandoc-3.1.6.2-1-amd64.deb  
diff --git a/README.md b/README.md
index ee2ba2f..ecc8895 100644
--- a/README.md
+++ b/README.md
@@ -1,8 +1,10 @@
 # Modulus Launch (Beta)
 <!-- markdownlint-disable -->
-[![Project Status: Active – The project has reached a stable, usable state and is being actively developed.](https://www.repostatus.org/badges/latest/active.svg)](https://www.repostatus.org/#active)
+[![Project Status: Moved](https://www.repostatus.org/badges/latest/moved.svg)](https://www.repostatus.org/#moved)
 [![GitHub](https://img.shields.io/github/license/NVIDIA/modulus-launch)](https://github.com/NVIDIA/modulus-launch/blob/master/LICENSE.txt)
 [![Code style: black](https://img.shields.io/badge/code%20style-black-000000.svg)](https://github.com/psf/black)
+
+## :rotating_light: This repo has been upstreamed to [Modulus](https://github.com/NVIDIA/modulus) repository
 <!-- markdownlint-enable -->
 
 Modulus Launch is a PyTorch based deep-learning collection of training recipes and tools
@@ -20,56 +22,11 @@ Additional information can be found in the [Modulus documentation](https://docs.
 
 ## Installation
 
-### PyPi
-
-The recommended method for installing the latest version of Modulus Launch is using PyPi:
-
-```bash
-pip install nvidia-modulus.launch
-```
-
-### NVCR Container
-
-The recommended Modulus docker image can be pulled from the [NVIDIA Container Registry](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/modulus/containers/modulus):
-
-```bash
-docker pull nvcr.io/nvidia/modulus/modulus:23.09
-```
-
-## From Source
-
-### Package
-
-For a local build of the Modulus Launch Python package from source use:
-
-```bash
-git clone git@github.com:NVIDIA/modulus-launch.git && cd modulus-launch
-
-pip install --upgrade pip
-pip install .
-```
-
-### Source Container
-
-To build Modulus Launch docker image:
-
-```bash
-docker build -t modulus-launch:deploy --target deploy -f Dockerfile .
-```
-
-To build CI image:
-
-```bash
-docker build -t modulus-launch:ci --target ci -f Dockerfile .
-```
-
-To build any of these images on top of the Modulus base image, you can
-`--build-arg BASE_CONTAINER=modulus:deploy` to the above commands as shown below:
-
-```bash
-docker build --build-arg BASE_CONTAINER=modulus:deploy \
-    -t modulus-launch:deploy --target deploy -f Dockerfile .
-```
+The PyPi wheel and Dockerfile for this project is being deprecated. The changes
+are upstreamed to the main [Modulus](https://github.com/NVIDIA/modulus) repository.
+Please refer the [Modulus](https://github.com/NVIDIA/modulus) repository and
+[Getting Started Guide](https://docs.nvidia.com/deeplearning/modulus/getting-started/index.html)
+for installation instructions.
 
 ## Contributing
 
diff --git a/modulus/launch/__init__.py b/modulus/launch/__init__.py
index 34f0957..12ab36b 100644
--- a/modulus/launch/__init__.py
+++ b/modulus/launch/__init__.py
@@ -12,4 +12,11 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-__version__ = "0.4.0a0"
+__version__ = "0.3.1"
+
+import warnings
+
+warnings.warn(
+    "You are using a deprecated version of modulus launch. To get the latest version, please run `pip install nvidia-modulus[launch]`",
+    FutureWarning,
+)
diff --git a/pyproject.toml b/pyproject.toml
index 108c243..aef5b4d 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -12,7 +12,7 @@ readme = "README.md"
 requires-python = ">=3.8"
 license = {text = "Apache 2.0"}
 dependencies = [
-    "nvidia-modulus>=0.2.1",
+    "nvidia-modulus==0.3.0",
     "hydra-core>=1.2.0",
     "termcolor>=2.1.1",
     "wandb>=0.13.7",