diff --git a/.github/workflows/pushtest.yml b/.github/workflows/pushtest.yml
index 01ba741..76356be 100644
--- a/.github/workflows/pushtest.yml
+++ b/.github/workflows/pushtest.yml
@@ -26,7 +26,34 @@ jobs:
         pytest --cov=imagine --cov-report term-missing tests/
     - name: Lint with pycodestyle
       run: |
-        pycodestyle imagine.py tests/
+        pycodestyle imagine/ tests/
+    - name: Build the latest binary
+      run: |
+        python setup.py sdist bdist_wheel
+    - name: Install the built wheel and test usage (UNIX)
+      if: matrix.operating-system == 'ubuntu-latest' || matrix.operating-system == 'macOS-latest'
+      run: |
+        pip install --ignore-installed dist/imageinary-*-py3-none-any.whl
+        imagine --help
+    - name: Install the built wheel and test usage (Windows)
+      if: matrix.operating-system == 'windows-latest' || matrix.operating-system == 'windows-2016'
+      run: |
+        pip install --ignore-installed --find-links=dist imageinary
+        imagine --help
+    - name: Install the built wheel with all dependencies (UNIX)
+      if: matrix.operating-system == 'ubuntu-latest' || matrix.operating-system == 'macOS-latest'
+      run: |
+        pip install imageinary['all']
+        imagine --help
+        pip freeze | grep "tensorflow"
+        pip freeze | grep "mxnet"
+    - name: Install the built wheel with all dependencies (Windows)
+      if: matrix.operating-system == 'windows-latest' || matrix.operating-system == 'windows-2016'
+      run: |
+        pip install imageinary['all']
+        imagine --help
+        pip freeze | grep "tensorflow"
+        pip freeze | grep "mxnet"
         
   test_tf1:
     name: Test code for TensorFlow 1.x
@@ -51,4 +78,31 @@ jobs:
         pytest --cov=imagine --cov-report term-missing tests/
     - name: Lint with pycodestyle
       run: |
-        pycodestyle imagine.py tests/
+        pycodestyle imagine/ tests/
+    - name: Build the latest binary
+      run: |
+        python setup.py sdist bdist_wheel
+    - name: Install the built wheel and test usage (UNIX)
+      if: matrix.operating-system == 'ubuntu-latest' || matrix.operating-system == 'macOS-latest'
+      run: |
+        pip install --ignore-installed dist/imageinary-*-py3-none-any.whl
+        imagine --help
+    - name: Install the built wheel and test usage (Windows)
+      if: matrix.operating-system == 'windows-latest' || matrix.operating-system == 'windows-2016'
+      run: |
+        pip install --ignore-installed --find-links=dist imageinary
+        imagine --help
+    - name: Install the built wheel with all dependencies (UNIX)
+      if: matrix.operating-system == 'ubuntu-latest' || matrix.operating-system == 'macOS-latest'
+      run: |
+        pip install tensorflow==1.14.0 imageinary['all']
+        imagine --help
+        pip freeze | grep "tensorflow"
+        pip freeze | grep "mxnet"
+    - name: Install the built wheel with all dependencies (Windows)
+      if: matrix.operating-system == 'windows-latest' || matrix.operating-system == 'windows-2016'
+      run: |
+        pip install tensorflow==1.14.0 imageinary['all']
+        imagine --help
+        pip freeze | grep "tensorflow"
+        pip freeze | grep "mxnet"
diff --git a/.gitignore b/.gitignore
index 62f7142..f7a9199 100644
--- a/.gitignore
+++ b/.gitignore
@@ -2,3 +2,6 @@
 *vscode*
 *env*
 *coverage*
+build/*
+dist/*
+*egg*
diff --git a/README.md b/README.md
index ee71d29..d57b4e1 100644
--- a/README.md
+++ b/README.md
@@ -51,6 +51,60 @@ Once finished running the code, you can leave the virtual environment with:
 deactivate
 ```
 
+## Building from source
+Imageinary includes a `setup.py` file which makes it easy to build and install
+a binary locally. To build the package, run the following:
+
+```bash
+python3 setup.py sdist bdist_wheel
+```
+
+This will generate a new package for Imageinary in the `dist/` directory which
+can be installed via `pip`.
+
+```bash
+$ ls dist/
+imageinary-1.0.0-py3-none-any.whl imageinary-1.0.0.tar.gz
+```
+
+## Installing
+Once the package is built, it can be installed locally with `pip` using a few
+different options depending on your needs.
+
+### Minimal Install
+The minimal install supports standard image types, such as JPG, PNG, and BMP
+and only installs the dependencies necessary for those tools.
+
+```bash
+pip install imageinary
+```
+
+### TFRecord Support
+To add support for TFRecords in addition to the standard image types, TensorFlow
+needs to be included as a dependency. This can be done by running the following
+which installs TensorFlow alongside all other dependencies:
+
+```bash
+pip install imageinary['tfrecord']
+```
+
+### RecordIO Support
+RecordIO files are supported using MXNet, which can be included as a dependency
+using the following:
+
+```bash
+pip install imageinary['mxnet']
+```
+
+### Complete Install
+If desired, all dependencies can be installed to support standard images,
+TFRecords, and RecordIO files without installing extra packages later. Run the
+following to install all dependencies:
+
+```bash
+pip install imageinary['all']
+```
+
 ## Running
 Imageinary supports many different image types which can be specified while
 running the application.
@@ -60,7 +114,7 @@ A basic run to create 1000 4K JPEGs, and display the size of the first file and
 all files in the target directory path (not including subdirectories):
 
 ```bash
-python3 imagine.py create-images \
+imagine create-images \
     --path /mnt/nvme/test_dir \
     --name random_image_ \
     --width 3840 \
@@ -82,7 +136,7 @@ TFRecords can also be easily generated using the application. This command
 expects images to be pre-loaded to be used as the basis for the TFRecord files.
 
 ```bash
-python3 imagine.py create-tfrecords \
+imagine create-tfrecords \
     --source_path /mnt/nvme/test_dir \
     --dest_path /mnt/nvme/tf_record_dir \
     --name random_tfrecord_ \
@@ -97,7 +151,7 @@ TFRecords based on those images. The TFRecords will be saved to
 Similarly, RecordIO files can be generated with a single command:
 
 ```bash
-python3 imagine.py create-recordio \
+imagine create-recordio \
     --source_path /mnt/nvme/test_dir \
     --dest_path /mnt/nvme/record_files \
     --name random_recordio_ \
diff --git a/imagine/__init__.py b/imagine/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/imagine.py b/imagine/imagine.py
similarity index 91%
rename from imagine.py
rename to imagine/imagine.py
index cff745a..2543239 100755
--- a/imagine.py
+++ b/imagine/imagine.py
@@ -1,3 +1,4 @@
+#!/usr/bin/env python
 # Copyright (c) 2020, NVIDIA CORPORATION. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
@@ -17,11 +18,21 @@
 import click
 from PIL import Image
 from multiprocessing.pool import Pool
-from mxnet.recordio import IRHeader, MXIndexedRecordIO, pack
+try:
+    from mxnet.recordio import IRHeader, MXIndexedRecordIO, pack
+except ImportError:
+    IRHeader = None
 from time import perf_counter
 from math import ceil
-from tensorflow.io import TFRecordWriter
-from tensorflow.train import BytesList, Example, Feature, Features, Int64List
+try:
+    from tensorflow.io import TFRecordWriter
+    from tensorflow.train import (BytesList,
+                                  Example,
+                                  Feature,
+                                  Features,
+                                  Int64List)
+except ImportError:
+    TFRecordWriter = None
 
 
 SUPPORTED_IMAGE_FORMATS = {"jpg": "jpg", "jpeg": "jpg", "bmp": "bmp",
@@ -111,6 +122,9 @@ def create_recordio(source_path, dest_path, name, img_per_file):
                                                           source_path,
                                                           img_per_file,
                                                           name))
+    if not IRHeader:
+        raise ImportError('MXNet not found! Please install MXNet dependency '
+                          'using "pip install imageinary[\'mxnet\']".')
     image_files = []
     source_path = os.path.abspath(source_path)
     dest_path = os.path.abspath(dest_path)
@@ -153,6 +167,10 @@ def create_tfrecords(source_path, dest_path, name, img_per_file):
                                                             source_path,
                                                             img_per_file,
                                                             name))
+    if not TFRecordWriter:
+        raise ImportError('TensorFlow not found! Please install TensorFlow '
+                          'dependency using "pip install '
+                          'imageinary[\'tfrecord\']".')
     check_directory_exists(source_path)
     try_create_directory(dest_path)
     combined_path = os.path.join(dest_path, name)
diff --git a/setup.py b/setup.py
new file mode 100644
index 0000000..07cb6fa
--- /dev/null
+++ b/setup.py
@@ -0,0 +1,35 @@
+from setuptools import find_packages, setup
+
+with open('README.md', 'r') as f:
+    long_description = f.read()
+
+with open('VERSION', 'r') as f:
+    version = f.read().strip()
+
+extras = {
+    'tfrecord': ['tensorflow >= 1.14.0,!=2.0.x,!=2.1.x,!=2.2.0'],
+    'mxnet': ['mxnet >= 1.6.0']
+}
+
+extras['all'] = [item for group in extras.values() for item in group]
+
+setup(
+    name='imageinary',
+    version=version,
+    description='''A reproducible mechanism which is used to generate large
+image datasets at various resolutions. The tool supports multiple image types,
+including JPEGs, PNGs, BMPs, RecordIO, and TFRecord files''',
+    long_description=long_description,
+    packages=find_packages(include=['imagine'], exclude=['tests']),
+    license='Apache v2.0',
+    python_requires='>=3.6',
+    entry_points={
+        'console_scripts': ['imagine=imagine.imagine:main']
+    },
+    install_requires=[
+        'click >= 7.1.2',
+        'numpy >= 1.18.0',
+        'Pillow >= 7.1.2'
+    ],
+    extras_require=extras
+)
diff --git a/tests/functional/test_jpg_creation.py b/tests/functional/test_jpg_creation.py
index 57cc19e..63938d3 100644
--- a/tests/functional/test_jpg_creation.py
+++ b/tests/functional/test_jpg_creation.py
@@ -16,7 +16,7 @@
 import os
 from click.testing import CliRunner
 from glob import glob
-from imagine import main
+from imagine.imagine import main
 from PIL import Image
 
 
diff --git a/tests/functional/test_png_creation.py b/tests/functional/test_png_creation.py
index 31a820b..b96409b 100644
--- a/tests/functional/test_png_creation.py
+++ b/tests/functional/test_png_creation.py
@@ -16,7 +16,7 @@
 import os
 from click.testing import CliRunner
 from glob import glob
-from imagine import main
+from imagine.imagine import main
 from PIL import Image
 
 
diff --git a/tests/functional/test_recordio.py b/tests/functional/test_recordio.py
index 454f882..b6aa12f 100644
--- a/tests/functional/test_recordio.py
+++ b/tests/functional/test_recordio.py
@@ -16,7 +16,7 @@
 import os
 from click.testing import CliRunner
 from glob import glob
-from imagine import main
+from imagine.imagine import main
 from PIL import Image
 
 
diff --git a/tests/functional/test_tfrecord.py b/tests/functional/test_tfrecord.py
index 6c87827..706f95a 100644
--- a/tests/functional/test_tfrecord.py
+++ b/tests/functional/test_tfrecord.py
@@ -16,7 +16,7 @@
 import os
 from click.testing import CliRunner
 from glob import glob
-from imagine import main
+from imagine.imagine import main
 from PIL import Image
 
 
diff --git a/tests/unit/test_units.py b/tests/unit/test_units.py
index 77557ee..5702784 100644
--- a/tests/unit/test_units.py
+++ b/tests/unit/test_units.py
@@ -11,9 +11,9 @@
 # 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.
-import imagine
 import pytest
 import os
+from imagine import imagine
 
 
 class TestUnits: