diff --git a/.github/PULL_REQUEST_TEMPLATE.md b/.github/PULL_REQUEST_TEMPLATE.md
index 7f7340752..82e193d27 100644
--- a/.github/PULL_REQUEST_TEMPLATE.md
+++ b/.github/PULL_REQUEST_TEMPLATE.md
@@ -17,8 +17,8 @@ Your PR fulfills the following requirements:
 - [ ] [Docs](https://github.com/lava-nc/docs) reviewed and added / updated if needed (for bug fixes / features)
 - [ ] PR conforms to [Coding Conventions](https://lava-nc.org/developer_guide.html#coding-conventions)
 - [ ] [PR applys BSD 3-clause or LGPL2.1+ Licenses](https://lava-nc.org/developer_guide.html#add-a-license) to all code files
-- [ ] Lint (`pyb`) passes locally
-- [ ] Build tests (`pyb -E unit`) or (`python -m unittest`) passes locally
+- [ ] Lint (`flakeheaven lint src/lava tests/`) and (`bandit -r src/lava/.`) pass locally
+- [ ] Build tests (`pytest`) passes locally
 
 
 ## Pull request type
diff --git a/.github/workflows/ci-build.yml b/.github/workflows/ci-build.yml
index 150607baf..61e8e6376 100644
--- a/.github/workflows/ci-build.yml
+++ b/.github/workflows/ci-build.yml
@@ -3,7 +3,7 @@ on: [push, pull_request]
 
 jobs:
   lint:
-    name: Lint with flake8
+    name: Lint Code
     runs-on: ubuntu-latest
 
     steps:
@@ -14,17 +14,40 @@ jobs:
       with:
         python-version: 3.9
 
+    - name: Install Poetry
+      uses: snok/install-poetry@v1
+      with:
+        virtualenvs-create: true
+        virtualenvs-in-project: true
+    
+    - name: Load cached venv
+      id: cached-poetry-dependencies
+      uses: actions/cache@v2
+      with:
+        path: ~/.cache
+        key: venv-${{ runner.os }}-${{ steps.setup-python.outputs.python-version }}-01-${{ hashFiles('**/poetry.lock') }}
+
     - name: Install dependencies
+      if: steps.cached-poetry-dependencies.outputs.cache-hit != 'true'
+      run: poetry install --no-interaction --no-root
+
+    - name: Install Lava
+      run: poetry install --no-interaction
+
+    - name: Run flakeheaven (flake8)
+      if: runner.os == 'Linux' || runner.os == 'macOS'
       run: |
-        python -m pip install --upgrade pip
-        pip install pybuilder
+        source $VENV
+        flakeheaven lint src/lava tests/
 
-    - name: Run pybuilder w/o unit tests
+    - name: Run flakeheaven (flake8)
+      if: runner.os == 'Windows'
       run: |
-        pyb analyze
+        .venv\Scripts\activate.ps1
+        flakeheaven lint src/lava tests/
 
   security-lint:
-    name: Security Lint with bandit
+    name: Security Lint Code
     runs-on: ubuntu-latest
 
     steps:
@@ -35,17 +58,35 @@ jobs:
       with:
         python-version: 3.9
 
+    - name: Install Poetry
+      uses: snok/install-poetry@v1
+      with:
+        virtualenvs-create: true
+        virtualenvs-in-project: true
+    
+    - name: Load cached venv
+      id: cached-poetry-dependencies
+      uses: actions/cache@v2
+      with:
+        path: ~/.cache
+        key: venv-${{ runner.os }}-${{ steps.setup-python.outputs.python-version }}-01-${{ hashFiles('**/poetry.lock') }}
+
     - name: Install dependencies
-      run: |
-        python -m pip install --upgrade pip
-        pip install pybuilder
+      if: steps.cached-poetry-dependencies.outputs.cache-hit != 'true'
+      run: poetry install --no-interaction --no-root
 
-    - name: Run pybuilder to lint security w/ bandit
-      run: |
-        pyb bandit
+    - name: Install Lava
+      run: poetry install --no-interaction
+
+    - name: Run bandit    
+      uses: tj-actions/bandit@v5.1
+      with:
+        targets: |
+          src/lava/.      
+        options: "-r  --format custom --msg-template '{abspath}:{line}: {test_id}[bandit]: {severity}: {msg}'"
 
   unit-tests:
-    name: Run unit tests
+    name: Unit Test Code + Coverage
     runs-on: ${{ matrix.operating-system }}
     strategy:
       matrix:
@@ -59,12 +100,34 @@ jobs:
       with:
         python-version: 3.9
 
+    - name: Install Poetry
+      uses: snok/install-poetry@v1
+      with:
+        virtualenvs-create: true
+        virtualenvs-in-project: true
+    
+    - name: Load cached venv
+      id: cached-poetry-dependencies
+      uses: actions/cache@v2
+      with:
+        path: ~/.cache
+        key: venv-${{ runner.os }}-${{ steps.setup-python.outputs.python-version }}-01-${{ hashFiles('**/poetry.lock') }}
+
     - name: Install dependencies
-      run: |
-        python -m pip install --upgrade pip
-        pip install -r requirements.txt
-        pip install .
+      if: steps.cached-poetry-dependencies.outputs.cache-hit != 'true'
+      run: poetry install --no-interaction --no-root
+
+    - name: Install Lava
+      run: poetry install --no-interaction
 
     - name: Run unit tests
+      if: runner.os == 'Linux' || runner.os == 'macOS'
+      run: |
+        source $VENV
+        pytest
+        
+    - name: Run unit tests
+      if: runner.os == 'Windows'
       run: |
-        python -m unittest
+        .venv\Scripts\activate.ps1
+        pytest
diff --git a/README.md b/README.md
index 1a7c3d1b8..b029a087a 100644
--- a/README.md
+++ b/README.md
@@ -65,53 +65,68 @@ All of Lava's core APIs and higher-level components are released, by default, wi
 
 ### Cloning Lava and Running from Source
 
-We highly recommend cloning the repository and using pybuilder to setup lava.
- You will need to install pybuilder for the same.
+We highly recommend cloning the repository and using poetry to setup lava.
+ You will need to install poetry.
 
 Open a python terminal and run based on the OS you are on:
 
 #### [Linux/MacOS]
 ```bash
 $ cd ~
-$ python3 -m venv python3_venv
-$ source python3_venv/bin/activate
 $ pip install -U pip
+$ pip install poetry>=1.1.13
 $ git clone git@github.com:lava-nc/lava.git
 $ cd lava
-$ pip install -r build-requirements.txt
-$ pip install -r requirements.txt
-$ pip install -e .
-$ python -m unittest
+$ poetry config virtualenvs.in-project = true
+$ poetry install
+$ source .venv/bin/activate
+$ pytest
 ```
 Note that you should install the core Lava repository (lava) before installing other Lava libraries such as lava-optimization or lava-dl.
 
 #### [Windows]
 ```cmd
 cd %HOMEPATH%
-python -m venv python3_venv
-python3_venv\Scripts\activate.bat
 python -m pip install --upgrade pip
+pip install poetry>=1.1.13
 git clone git@github.com:lava-nc/lava.git
 cd lava
-pip install -r build-requirements.txt
-pip install -r requirements.txt
-pip install -e .
-python -m unittest
+poetry config virtualenvs.in-project = true
+poetry install
+.venv\Scripts\activate
+pytest
 ```
-Note that you should install the core Lava repository (lava) before installing other Lava libraries such as lava-optimization or lava-dl.
-
 You should expect the following output after running the unit tests:
 ```
-PyBuilder version 0.13.3
-Build started at 2021-10-25 13:32:02
-------------------------------------------------------------
-[INFO]  Activated environments: unit
-[INFO]  Building Lava version 0.1.0
-......  PyBuilder Logs ...
-[INFO]  Running unit tests
-[INFO]  Executing unit tests from Python modules in /home/user/lava/lava/tests
-[INFO]  Executed 72 unit tests
-[INFO]  All unit tests passed.
+$ pytest
+============================================== test session starts ==============================================
+platform linux -- Python 3.8.10, pytest-7.0.1, pluggy-1.0.0
+rootdir: /home/user/lava, configfile: pyproject.toml, testpaths: tests
+plugins: cov-3.0.0
+collected 205 items
+
+tests/lava/magma/compiler/test_channel_builder.py .                                                       [  0%]
+tests/lava/magma/compiler/test_compiler.py ........................                                       [ 12%]
+tests/lava/magma/compiler/test_node.py ..                                                                 [ 13%]
+tests/lava/magma/compiler/builder/test_channel_builder.py .                                               [ 13%]
+
+...... pytest output ...
+
+tests/lava/proc/sdn/test_models.py ........                                                               [ 98%]
+tests/lava/proc/sdn/test_process.py ...                                                                   [100%]                                                                 =============================================== warnings summary ================================================
+
+...... pytest output ...
+
+src/lava/proc/lif/process.py                                                           38      0   100%
+src/lava/proc/monitor/models.py                                                        27      0   100%
+src/lava/proc/monitor/process.py                                                       79      0   100%
+src/lava/proc/sdn/models.py                                                           159      9    94%   199-202, 225-231
+src/lava/proc/sdn/process.py                                                           59      0   100%
+-----------------------------------------------------------------------------------------------------------------TOTAL                                                                                                                                                4048    453    89%
+
+Required test coverage of 85.0% reached. Total coverage: 88.81%
+============================ 199 passed, 6 skipped, 2 warnings in 118.17s (0:01:58) =============================
+
 ```
 
 ### [Alternative] Installing Lava from Binaries
@@ -125,7 +140,8 @@ Open a python terminal and run:
 
 #### [Windows/MacOS/Linux]
 ```bash
-$ python3 -m venv python3_venv
+$ python3 -m venv .venv
+$ source .venv/bin/activate ## Or Windows: .venv\Scripts\activate
 $ pip install -U pip
 $ pip install lava-nc-0.3.0.tar.gz
 ```
@@ -133,29 +149,28 @@ $ pip install lava-nc-0.3.0.tar.gz
 ### Linting, Testing, Documentation and Packaging
 
 ```bash
-# Install pybuilder
-$  pip install -r build-requirements.txt
+# Install poetry
+$  pip install poetry
+$  poetry config virtualenvs.in-project = true
+$  poetry install
+$  poetry shell
 
 # Run linting
-$  pyb analyze
+$  flakeheaven lint src/lava tests
 
-# Run unit tests
-$  pyb -E unit 
-# Alternate unit test run
-$  python -m unittest
 
-# Generate documentation
-$  pyb sphinx_generate_documentation
+# Run unit tests
+$  pytest
 
 # Create distribution
-$  pyb publish
-#### Find dists at target/dist/Lava-<version>/dist/
+$  poetry build
+#### Find builds at dist/
 
 # Run Secuity Linting
-$  pyb bandit
+$  bandit -r src/lava/.
 #### If security linting fails run bandit directly
 #### and format failures
-S  bandit -r lava/ --format custom --msg-template     "{abspath}:{line}: {test_id}[bandit]: {severity}: {msg}"
+$  bandit -r src/lava/. --format custom --msg-template '{abspath}:{line}: {test_id}[bandit]: {severity}: {msg}'
 ```
 
 ## Running Lava on Intel Loihi
@@ -175,8 +190,8 @@ instructions, email: nrc_support@intel-research.net
 
 - Login to INRC VM with your credentials
 - Follow the instructions to Install or Clone Lava
-- cd /nfs/ncl/releases/lava/0.1.0
-- pip install lava-nc-0.1.0.tar.gz
+- cd /nfs/ncl/releases/lava/0.3.0
+- pip install lava-nc-0.3.0.tar.gz
 
 ## Coding example
 ### Building a simple feed-forward network
diff --git a/build-requirements.txt b/build-requirements.txt
deleted file mode 100644
index 7b755170f..000000000
--- a/build-requirements.txt
+++ /dev/null
@@ -1,9 +0,0 @@
-pybuilder
-sphinx
-flake8
-pytest
-unittest2
-bandit
-sphinx-tabs
-sphinx_rtd_theme
-coverage
diff --git a/build.py b/build.py
deleted file mode 100644
index a9ad7e8cb..000000000
--- a/build.py
+++ /dev/null
@@ -1,98 +0,0 @@
-#   -*- coding: utf-8 -*-
-from pybuilder.core import use_plugin, init
-
-use_plugin("python.core")
-use_plugin("python.unittest")
-use_plugin("python.flake8")
-use_plugin("python.coverage")
-use_plugin("python.distutils")
-use_plugin("python.sphinx")
-use_plugin('python.install_dependencies')
-use_plugin("python.pycharm")
-use_plugin('pypi:pybuilder_bandit')
-
-name = "lava-nc"
-default_task = ["analyze", "publish"]
-version = "0.2.0"
-summary = "A Software Framework for Neuromorphic Computing"
-url = "https://lava-nc.org"
-license = ["BSD-3-Clause", "LGPL-2.1"]
-
-
-@init
-def set_properties(project):
-    project.set_property("dir_source_main_python", "src")
-    project.set_property("dir_source_unittest_python", "tests/lava")
-    project.set_property("dir_source_main_scripts", "scripts")
-    project.set_property("dir_docs", "docs")
-
-    project.set_property("sphinx_config_path", "docs")
-    project.set_property("sphinx_source_dir", "docs")
-    project.set_property("sphinx_output_dir", "docs/_build")
-    project.set_property("sphinx_doc_author", "Lava Project")
-    project.set_property("sphinx_doc_builder", "html")
-    project.set_property("sphinx_project_name", project.name)
-    project.set_property("sphinx_project_version", project.version)
-
-    project.depends_on_requirements("requirements.txt")
-    project.build_depends_on("sphinx")
-    project.plugin_depends_on("sphinx_rtd_theme")
-    project.plugin_depends_on("sphinx_tabs")
-
-    project.set_property("verbose", True)
-
-    project.set_property("coverage_break_build", False)
-
-    project.set_property("flake8_include_test_sources", True)
-    project.set_property("flake8_break_build", True)
-    project.set_property("flake8_ignore", "W503,E203")
-    project.set_property("flake8_max_line_length", "80")
-    project.set_property(
-        "flake8_exclude_patterns",
-        "target/*,.svn,CVS,.bzr,.hg,.git,__pycache__,.pybuilder/*",
-    )
-
-    project.get_property('distutils_commands').append('build')
-    project.get_property('distutils_commands').append('sdist')
-    project.get_property('distutils_commands').append('bdist_dumb')
-
-    project.set_property('bandit_break_build', True)
-    project.set_property('bandit_include_testsources', False)
-
-
-@init(environments="unit")
-def set_properties_unit(project):
-    project.set_property("dir_source_main_python", "src")
-    project.set_property("dir_source_unittest_python", "tests/lava")
-    project.set_property("dir_source_main_scripts", "scripts")
-    project.set_property("dir_docs", "docs")
-
-    project.set_property("sphinx_config_path", "docs")
-    project.set_property("sphinx_source_dir", "docs")
-    project.set_property("sphinx_output_dir", "docs/_build")
-    project.set_property("sphinx_doc_author", "Lava Project")
-    project.set_property("sphinx_doc_builder", "html")
-    project.set_property("sphinx_project_name", project.name)
-    project.set_property("sphinx_project_version", project.version)
-
-    project.depends_on_requirements("requirements.txt")
-    project.build_depends_on("sphinx")
-    project.plugin_depends_on("sphinx_rtd_theme")
-    project.plugin_depends_on("sphinx_tabs")
-
-    project.set_property("verbose", True)
-
-    project.set_property("coverage_break_build", False)
-
-    project.set_property("flake8_include_test_sources", True)
-    project.set_property("flake8_break_build", True)
-    project.set_property("flake8_ignore", "W503,E203")
-    project.set_property(
-        "flake8_exclude_patterns",
-        "target/*,.svn,CVS,.bzr,.hg,.git,__pycache__,.pybuilder/*",
-    )
-
-    project.set_property("unittest_module_glob", "test_*")
-
-    project.set_property('bandit_break_build', True)
-    project.set_property('bandit_include_testsources', False)
diff --git a/poetry.lock b/poetry.lock
new file mode 100644
index 000000000..b1c390b6f
--- /dev/null
+++ b/poetry.lock
@@ -0,0 +1,2118 @@
+[[package]]
+name = "alabaster"
+version = "0.7.12"
+description = "A configurable sidebar-enabled Sphinx theme"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "argparse"
+version = "1.4.0"
+description = "Python command-line parsing library"
+category = "main"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "atomicwrites"
+version = "1.4.0"
+description = "Atomic file writes."
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
+[[package]]
+name = "attrs"
+version = "21.4.0"
+description = "Classes Without Boilerplate"
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+
+[package.extras]
+dev = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface", "furo", "sphinx", "sphinx-notfound-page", "pre-commit", "cloudpickle"]
+docs = ["furo", "sphinx", "zope.interface", "sphinx-notfound-page"]
+tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface", "cloudpickle"]
+tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "cloudpickle"]
+
+[[package]]
+name = "babel"
+version = "2.9.1"
+description = "Internationalization utilities"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
+[package.dependencies]
+pytz = ">=2015.7"
+
+[[package]]
+name = "bandit"
+version = "1.7.2"
+description = "Security oriented static analyser for python code."
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+colorama = {version = ">=0.3.9", markers = "platform_system == \"Windows\""}
+GitPython = ">=1.0.1"
+PyYAML = ">=5.3.1"
+stevedore = ">=1.20.0"
+
+[package.extras]
+test = ["beautifulsoup4 (>=4.8.0)", "coverage (>=4.5.4)", "fixtures (>=3.0.0)", "flake8 (>=4.0.0)", "pylint (==1.9.4)", "stestr (>=2.5.0)", "testscenarios (>=0.5.0)", "testtools (>=2.3.0)", "toml"]
+toml = ["toml"]
+yaml = ["pyyaml"]
+
+[[package]]
+name = "cachecontrol"
+version = "0.12.10"
+description = "httplib2 caching for requests"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+lockfile = {version = ">=0.9", optional = true, markers = "extra == \"filecache\""}
+msgpack = ">=0.5.2"
+requests = "*"
+
+[package.extras]
+filecache = ["lockfile (>=0.9)"]
+redis = ["redis (>=2.10.5)"]
+
+[[package]]
+name = "cachy"
+version = "0.3.0"
+description = "Cachy provides a simple yet effective caching library."
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
+[package.extras]
+redis = ["redis (>=3.3.6,<4.0.0)"]
+memcached = ["python-memcached (>=1.59,<2.0)"]
+msgpack = ["msgpack-python (>=0.5,<0.6)"]
+
+[[package]]
+name = "certifi"
+version = "2021.10.8"
+description = "Python package for providing Mozilla's CA Bundle."
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "cffi"
+version = "1.15.0"
+description = "Foreign Function Interface for Python calling C code."
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+pycparser = "*"
+
+[[package]]
+name = "charset-normalizer"
+version = "2.0.12"
+description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
+category = "dev"
+optional = false
+python-versions = ">=3.5.0"
+
+[package.extras]
+unicode_backport = ["unicodedata2"]
+
+[[package]]
+name = "cleo"
+version = "0.8.1"
+description = "Cleo allows you to create beautiful and testable command-line interfaces."
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
+[package.dependencies]
+clikit = ">=0.6.0,<0.7.0"
+
+[[package]]
+name = "clikit"
+version = "0.6.2"
+description = "CliKit is a group of utilities to build beautiful and testable command line interfaces."
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
+[package.dependencies]
+crashtest = {version = ">=0.3.0,<0.4.0", markers = "python_version >= \"3.6\" and python_version < \"4.0\""}
+pastel = ">=0.2.0,<0.3.0"
+pylev = ">=1.3,<2.0"
+
+[[package]]
+name = "colorama"
+version = "0.4.4"
+description = "Cross-platform colored terminal text."
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+
+[[package]]
+name = "coverage"
+version = "6.3.2"
+description = "Code coverage measurement for Python"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+tomli = {version = "*", optional = true, markers = "extra == \"toml\""}
+
+[package.extras]
+toml = ["tomli"]
+
+[[package]]
+name = "crashtest"
+version = "0.3.1"
+description = "Manage Python errors with ease"
+category = "dev"
+optional = false
+python-versions = ">=3.6,<4.0"
+
+[[package]]
+name = "cryptography"
+version = "36.0.1"
+description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+cffi = ">=1.12"
+
+[package.extras]
+docs = ["sphinx (>=1.6.5,!=1.8.0,!=3.1.0,!=3.1.1)", "sphinx-rtd-theme"]
+docstest = ["pyenchant (>=1.6.11)", "twine (>=1.12.0)", "sphinxcontrib-spelling (>=4.0.1)"]
+pep8test = ["black", "flake8", "flake8-import-order", "pep8-naming"]
+sdist = ["setuptools_rust (>=0.11.4)"]
+ssh = ["bcrypt (>=3.1.5)"]
+test = ["pytest (>=6.2.0)", "pytest-cov", "pytest-subtests", "pytest-xdist", "pretend", "iso8601", "pytz", "hypothesis (>=1.11.4,!=3.79.2)"]
+
+[[package]]
+name = "cycler"
+version = "0.11.0"
+description = "Composable style cycles"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[[package]]
+name = "darglint"
+version = "1.8.1"
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+    {file = "scipy-1.8.0-cp38-cp38-win32.whl", hash = "sha256:3d9dd6c8b93a22bf9a3a52d1327aca7e092b1299fb3afc4f89e8eba381be7b59"},
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+    {file = "scipy-1.8.0-cp39-cp39-macosx_12_0_universal2.macosx_10_9_x86_64.whl", hash = "sha256:723b9f878095ed994756fa4ee3060c450e2db0139c5ba248ee3f9628bd64e735"},
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+    {file = "scipy-1.8.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e6f0cd9c0bd374ef834ee1e0f0999678d49dcc400ea6209113d81528958f97c7"},
+    {file = "scipy-1.8.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f3720d0124aced49f6f2198a6900304411dbbeed12f56951d7c66ebef05e3df6"},
+    {file = "scipy-1.8.0-cp39-cp39-win32.whl", hash = "sha256:3d573228c10a3a8c32b9037be982e6440e411b443a6267b067cac72f690b8d56"},
+    {file = "scipy-1.8.0-cp39-cp39-win_amd64.whl", hash = "sha256:bb7088e89cd751acf66195d2f00cf009a1ea113f3019664032d9075b1e727b6c"},
+    {file = "scipy-1.8.0.tar.gz", hash = "sha256:31d4f2d6b724bc9a98e527b5849b8a7e589bf1ea630c33aa563eda912c9ff0bd"},
+]
+secretstorage = [
+    {file = "SecretStorage-3.3.1-py3-none-any.whl", hash = "sha256:422d82c36172d88d6a0ed5afdec956514b189ddbfb72fefab0c8a1cee4eaf71f"},
+    {file = "SecretStorage-3.3.1.tar.gz", hash = "sha256:fd666c51a6bf200643495a04abb261f83229dcb6fd8472ec393df7ffc8b6f195"},
+]
+setuptools-scm = [
+    {file = "setuptools_scm-6.4.2-py3-none-any.whl", hash = "sha256:acea13255093849de7ccb11af9e1fb8bde7067783450cee9ef7a93139bddf6d4"},
+    {file = "setuptools_scm-6.4.2.tar.gz", hash = "sha256:6833ac65c6ed9711a4d5d2266f8024cfa07c533a0e55f4c12f6eff280a5a9e30"},
+]
+shellingham = [
+    {file = "shellingham-1.4.0-py2.py3-none-any.whl", hash = "sha256:536b67a0697f2e4af32ab176c00a50ac2899c5a05e0d8e2dadac8e58888283f9"},
+    {file = "shellingham-1.4.0.tar.gz", hash = "sha256:4855c2458d6904829bd34c299f11fdeed7cfefbf8a2c522e4caea6cd76b3171e"},
+]
+six = [
+    {file = "six-1.16.0-py2.py3-none-any.whl", hash = "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"},
+    {file = "six-1.16.0.tar.gz", hash = "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926"},
+]
+smmap = [
+    {file = "smmap-5.0.0-py3-none-any.whl", hash = "sha256:2aba19d6a040e78d8b09de5c57e96207b09ed71d8e55ce0959eeee6c8e190d94"},
+    {file = "smmap-5.0.0.tar.gz", hash = "sha256:c840e62059cd3be204b0c9c9f74be2c09d5648eddd4580d9314c3ecde0b30936"},
+]
+snowballstemmer = [
+    {file = "snowballstemmer-2.2.0-py2.py3-none-any.whl", hash = "sha256:c8e1716e83cc398ae16824e5572ae04e0d9fc2c6b985fb0f900f5f0c96ecba1a"},
+    {file = "snowballstemmer-2.2.0.tar.gz", hash = "sha256:09b16deb8547d3412ad7b590689584cd0fe25ec8db3be37788be3810cbf19cb1"},
+]
+sphinx = [
+    {file = "Sphinx-4.4.0-py3-none-any.whl", hash = "sha256:5da895959511473857b6d0200f56865ed62c31e8f82dd338063b84ec022701fe"},
+    {file = "Sphinx-4.4.0.tar.gz", hash = "sha256:6caad9786055cb1fa22b4a365c1775816b876f91966481765d7d50e9f0dd35cc"},
+]
+sphinx-rtd-theme = [
+    {file = "sphinx_rtd_theme-1.0.0-py2.py3-none-any.whl", hash = "sha256:4d35a56f4508cfee4c4fb604373ede6feae2a306731d533f409ef5c3496fdbd8"},
+    {file = "sphinx_rtd_theme-1.0.0.tar.gz", hash = "sha256:eec6d497e4c2195fa0e8b2016b337532b8a699a68bcb22a512870e16925c6a5c"},
+]
+sphinx-tabs = [
+    {file = "sphinx-tabs-3.2.0.tar.gz", hash = "sha256:33137914ed9b276e6a686d7a337310ee77b1dae316fdcbce60476913a152e0a4"},
+    {file = "sphinx_tabs-3.2.0-py3-none-any.whl", hash = "sha256:1e1b1846c80137bd81a78e4a69b02664b98b1e1da361beb30600b939dfc75065"},
+]
+sphinxcontrib-applehelp = [
+    {file = "sphinxcontrib-applehelp-1.0.2.tar.gz", hash = "sha256:a072735ec80e7675e3f432fcae8610ecf509c5f1869d17e2eecff44389cdbc58"},
+    {file = "sphinxcontrib_applehelp-1.0.2-py2.py3-none-any.whl", hash = "sha256:806111e5e962be97c29ec4c1e7fe277bfd19e9652fb1a4392105b43e01af885a"},
+]
+sphinxcontrib-devhelp = [
+    {file = "sphinxcontrib-devhelp-1.0.2.tar.gz", hash = "sha256:ff7f1afa7b9642e7060379360a67e9c41e8f3121f2ce9164266f61b9f4b338e4"},
+    {file = "sphinxcontrib_devhelp-1.0.2-py2.py3-none-any.whl", hash = "sha256:8165223f9a335cc1af7ffe1ed31d2871f325254c0423bc0c4c7cd1c1e4734a2e"},
+]
+sphinxcontrib-htmlhelp = [
+    {file = "sphinxcontrib-htmlhelp-2.0.0.tar.gz", hash = "sha256:f5f8bb2d0d629f398bf47d0d69c07bc13b65f75a81ad9e2f71a63d4b7a2f6db2"},
+    {file = "sphinxcontrib_htmlhelp-2.0.0-py2.py3-none-any.whl", hash = "sha256:d412243dfb797ae3ec2b59eca0e52dac12e75a241bf0e4eb861e450d06c6ed07"},
+]
+sphinxcontrib-jsmath = [
+    {file = "sphinxcontrib-jsmath-1.0.1.tar.gz", hash = "sha256:a9925e4a4587247ed2191a22df5f6970656cb8ca2bd6284309578f2153e0c4b8"},
+    {file = "sphinxcontrib_jsmath-1.0.1-py2.py3-none-any.whl", hash = "sha256:2ec2eaebfb78f3f2078e73666b1415417a116cc848b72e5172e596c871103178"},
+]
+sphinxcontrib-qthelp = [
+    {file = "sphinxcontrib-qthelp-1.0.3.tar.gz", hash = "sha256:4c33767ee058b70dba89a6fc5c1892c0d57a54be67ddd3e7875a18d14cba5a72"},
+    {file = "sphinxcontrib_qthelp-1.0.3-py2.py3-none-any.whl", hash = "sha256:bd9fc24bcb748a8d51fd4ecaade681350aa63009a347a8c14e637895444dfab6"},
+]
+sphinxcontrib-serializinghtml = [
+    {file = "sphinxcontrib-serializinghtml-1.1.5.tar.gz", hash = "sha256:aa5f6de5dfdf809ef505c4895e51ef5c9eac17d0f287933eb49ec495280b6952"},
+    {file = "sphinxcontrib_serializinghtml-1.1.5-py2.py3-none-any.whl", hash = "sha256:352a9a00ae864471d3a7ead8d7d79f5fc0b57e8b3f95e9867eb9eb28999b92fd"},
+]
+stevedore = [
+    {file = "stevedore-3.5.0-py3-none-any.whl", hash = "sha256:a547de73308fd7e90075bb4d301405bebf705292fa90a90fc3bcf9133f58616c"},
+    {file = "stevedore-3.5.0.tar.gz", hash = "sha256:f40253887d8712eaa2bb0ea3830374416736dc8ec0e22f5a65092c1174c44335"},
+]
+testfixtures = [
+    {file = "testfixtures-6.18.5-py2.py3-none-any.whl", hash = "sha256:7de200e24f50a4a5d6da7019fb1197aaf5abd475efb2ec2422fdcf2f2eb98c1d"},
+    {file = "testfixtures-6.18.5.tar.gz", hash = "sha256:02dae883f567f5b70fd3ad3c9eefb95912e78ac90be6c7444b5e2f46bf572c84"},
+]
+toml = [
+    {file = "toml-0.10.2-py2.py3-none-any.whl", hash = "sha256:806143ae5bfb6a3c6e736a764057db0e6a0e05e338b5630894a5f779cabb4f9b"},
+    {file = "toml-0.10.2.tar.gz", hash = "sha256:b3bda1d108d5dd99f4a20d24d9c348e91c4db7ab1b749200bded2f839ccbe68f"},
+]
+tomli = [
+    {file = "tomli-2.0.1-py3-none-any.whl", hash = "sha256:939de3e7a6161af0c887ef91b7d41a53e7c5a1ca976325f429cb46ea9bc30ecc"},
+    {file = "tomli-2.0.1.tar.gz", hash = "sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f"},
+]
+tomlkit = [
+    {file = "tomlkit-0.10.0-py3-none-any.whl", hash = "sha256:cac4aeaff42f18fef6e07831c2c2689a51df76cf2ede07a6a4fa5fcb83558870"},
+    {file = "tomlkit-0.10.0.tar.gz", hash = "sha256:d99946c6aed3387c98b89d91fb9edff8f901bf9255901081266a84fb5604adcd"},
+]
+traceback2 = [
+    {file = "traceback2-1.4.0-py2.py3-none-any.whl", hash = "sha256:8253cebec4b19094d67cc5ed5af99bf1dba1285292226e98a31929f87a5d6b23"},
+    {file = "traceback2-1.4.0.tar.gz", hash = "sha256:05acc67a09980c2ecfedd3423f7ae0104839eccb55fc645773e1caa0951c3030"},
+]
+unittest2 = [
+    {file = "unittest2-1.1.0-py2.py3-none-any.whl", hash = "sha256:13f77d0875db6d9b435e1d4f41e74ad4cc2eb6e1d5c824996092b3430f088bb8"},
+    {file = "unittest2-1.1.0.tar.gz", hash = "sha256:22882a0e418c284e1f718a822b3b022944d53d2d908e1690b319a9d3eb2c0579"},
+]
+urllib3 = [
+    {file = "urllib3-1.26.8-py2.py3-none-any.whl", hash = "sha256:000ca7f471a233c2251c6c7023ee85305721bfdf18621ebff4fd17a8653427ed"},
+    {file = "urllib3-1.26.8.tar.gz", hash = "sha256:0e7c33d9a63e7ddfcb86780aac87befc2fbddf46c58dbb487e0855f7ceec283c"},
+]
+virtualenv = [
+    {file = "virtualenv-20.13.3-py2.py3-none-any.whl", hash = "sha256:dd448d1ded9f14d1a4bfa6bfc0c5b96ae3be3f2d6c6c159b23ddcfd701baa021"},
+    {file = "virtualenv-20.13.3.tar.gz", hash = "sha256:e9dd1a1359d70137559034c0f5433b34caf504af2dc756367be86a5a32967134"},
+]
+webencodings = [
+    {file = "webencodings-0.5.1-py2.py3-none-any.whl", hash = "sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78"},
+    {file = "webencodings-0.5.1.tar.gz", hash = "sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923"},
+]
+zipp = [
+    {file = "zipp-3.7.0-py3-none-any.whl", hash = "sha256:b47250dd24f92b7dd6a0a8fc5244da14608f3ca90a5efcd37a3b1642fac9a375"},
+    {file = "zipp-3.7.0.tar.gz", hash = "sha256:9f50f446828eb9d45b267433fd3e9da8d801f614129124863f9c51ebceafb87d"},
+]
diff --git a/pyproject.toml b/pyproject.toml
index b42301e7e..0695e8144 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,170 @@
+
 [build-system]
-requires = ["pybuilder>=0.12.0", "setuptools"]
-build-backend = "pybuilder.pep517"
+requires = ["poetry-core>=1.0.8"]
+build-backend = "poetry.core.masonry.api"
+
+[tool.poetry]
+name = "lava-nc"
+packages = [
+    {include = "lava", from = "src"}
+]
+version = "0.3.0"
+description = "A Software Framework for Neuromorphic Computing"
+homepage = "https://lava-nc.org/"
+repository = "https://github.com/lava-nc/lava"
+authors = [ 
+    "Intel's Neuromorphic Computing Lab and the open source community <lava@intel.com>"
+]
+license = "Lava uses multiple licenses is licensed under BSD-3-Clause or LGPL-2.1-or-later"
+keywords = [
+    "neuromorphic",
+    "ai",
+    "artificial intelligence",
+    "neural models",
+    "spiking neural networks"
+]
+classifiers = [
+    "Intended Audience :: Science/Research",
+    "Topic :: Scientific/Engineering :: Artificial Intelligence",
+    "Topic :: Software Development :: Libraries :: Python Modules",
+    "Development Status :: 4 - Beta",
+    "Programming Language :: Python :: 3 :: Only",
+    "Programming Language :: Python :: 3.8",
+    "Programming Language :: Python :: 3.9",
+    "License :: OSI Approved :: The 3-Clause BSD License (BSD-3-Clause)",
+    "License :: OSI Approved :: GNU Lesser General Public License v2.1 or later (LGPL-2.1-or-later)",
+    "Operating System :: OS Independent"
+]
+
+[tool.poetry.urls]
+"Issue and Bug Tracker" = "https://github.com/lava-nc/lava/issues"
+"Questions and Answers" = "https://github.com/lava-nc/lava/discussions/categories/q-a"
+"Frequently Asked Questions" = "https://github.com/lava-nc/lava/wiki/Frequently-Asked-Questions-(FAQ)"
+"Discussions" = "https://github.com/lava-nc/lava/discussions"
+
+[tool.poetry.dependencies]
+python = ">=3.8, <3.11"
+
+matplotlib = "^3.5.1"
+numpy = "^1.22.2"
+pytest = "^7.0.1"
+scipy = "^1.8.0"
+unittest2 = "^1.1.0"
+
+[tool.poetry.dev-dependencies]
+bandit = "1.7.2"
+coverage = { extras = ["toml"], version = "^6.3.2" }
+darglint = "^1.8.1"
+flake8 = "^4.0.1"
+flake8-bandit = "^2.1.2"
+flake8-bugbear = "^22.1.11"
+flake8-builtins = "^1.5.3"
+flake8-comprehensions = "^3.8.0"
+flake8-docstrings = "^1.6.0"
+flake8-eradicate = "^1.2.0"
+flake8-isort = "^4.1.1"
+flake8-mutable = "^1.2.0"
+flake8-pytest-style = "^1.6.0"
+flake8-spellcheck = "^0.25.0"
+flakeheaven = "^0.11.1"
+pep8-naming = "^0.11.1"
+poetry = "^1.1.13"
+pytest = "^7.0.1"
+pytest-cov = { extras = ["toml"], version = "^3.0.0" }
+sphinx = { extras = ["toml"], version = "^4.4.0" }
+sphinx-tabs = { extras = ["toml"], version = "^3.2.0" }
+sphinx_rtd_theme = { extras = ["toml"], version = "^1.0.0" }
+unittest2 = "^1.1.0"
 
 [tool.black]
 line-length = 80
+target-version = [
+    "py38"
+]
+include = "\\.pyi?$"
+exclude = """
+(
+  /(
+      \\.eggs
+    | \\.git
+    | \\.venv
+    | _build
+    | build
+    | dist
+  )/
+)
+"""
+
+[tool.pytest.ini_options]
+minversion = "7.0"
+addopts = "--strict-markers --cov=src/lava"
+testpaths = [
+    "tests"
+]
+
+[tool.coverage.run]
+relative_files = true
+source = [
+    "src/lava",
+]
+
+[tool.coverage.report]
+exclude_lines = [
+    "pragma: no cover",
+    "raise NotImplemented()",
+    "if __name__ == .__main__.:",
+    "main()",
+    "parser\\..",
+    "argparse\\..",
+]
+fail_under = 85
+show_missing = true
+
+[tool.flakeheaven]
+extended_default_ignore=[]  # Fix for bug while using newer flake8 ver.
+format = "grouped"
+max_line_length = 80
+show_source = true
+exclude = ["./docs/"]
+
+[tool.flakeheaven.plugins]
+flake8-bandit = ["+*", "-S322", "-B101"]       # Enable a plugin, disable specific checks
+
+# Disable below plugins temporarily until lint fix is pushed
+flake8-bugbear = ["-*"]
+flake8-builtins = ["-*"]
+flake8-comprehensions = ["-*"]
+flake8-darglint = ["-*"]
+flake8-docstrings = ["-*"]
+flake8-eradicate = ["-*"]
+flake8-isort = ["-*"]
+flake8-mutable = ["-*"]
+flake8-pytest-style = ["-*"]
+flake8-spellcheck = ["-*"]
+mccabe = ["-*"]
+pep8-naming = ["-*"]
+
+# Excluding until lint fix is pushed
+# flake8-bugbear = ["+*"]                     # Enable a plugin
+# flake8-builtins = ["+*"]
+# flake8-comprehensions = ["+*"]
+# flake8-darglint = ["+*"]
+# flake8-docstrings = ["+*"]
+# flake8-eradicate = ["+*"]
+# flake8-isort = ["+*"]
+# flake8-mutable = ["+*"]
+# flake8-pytest-style = ["+*"]
+# flake8-spellcheck = ["-*"]
+# mccabe = ["+*"]
+# pep8-naming = ["+*"]
+# pyflakes = ["+*"]
+# pylint = ["+*"]
+
+pycodestyle = ["+*", "-W503", "-E203"]
+pyflakes = ["-*"]                           # Disable temporarily until lint fix is pushed
+pylint = ["-*"]                             # Disable temporarily until lint fix is pushed
+
+[tool.flakeheaven.exceptions."tests/"]
+pycodestyle = ["-F401"]                     # Disable a check
+flake8-bandit = ["-S101"]                   # Ignore asserts for tests
+pyflakes = ["-*"]                           # Disable a plugin
diff --git a/requirements.txt b/requirements.txt
deleted file mode 100644
index dfa586339..000000000
--- a/requirements.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-pytest
-unittest2
-
-numpy
-matplotlib
-scipy
diff --git a/setup.py b/setup.py
deleted file mode 100644
index d27c21001..000000000
--- a/setup.py
+++ /dev/null
@@ -1,96 +0,0 @@
-#!/usr/bin/env python
-#   -*- coding: utf-8 -*-
-#
-#   This file is part of PyBuilder
-#
-#   Copyright 2011-2020 PyBuilder Team
-#
-#   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.
-
-#
-# This script allows to support installation via:
-#   pip install git+git://<project>@<branch>
-#
-# This script is designed to be used in combination with `pip install` ONLY
-#
-# DO NOT RUN MANUALLY
-#
-
-import os
-import subprocess
-import sys
-import glob
-import shutil
-
-from sys import version_info
-
-py3 = version_info[0] == 3
-py2 = not py3
-if py2:
-    FileNotFoundError = OSError
-
-
-def install_pyb():
-    try:
-        subprocess.check_call(
-            [sys.executable, "-m", "pip", "install", "pybuilder"]
-        )
-    except subprocess.CalledProcessError as e:
-        sys.exit(e.returncode)
-
-
-script_dir = os.path.dirname(os.path.realpath(__file__))
-exit_code = 0
-
-try:
-    subprocess.check_call(["pyb", "--version"])
-except FileNotFoundError as e:
-    if py3 or py2 and e.errno == 2:
-        install_pyb()
-    else:
-        raise
-except subprocess.CalledProcessError as e:
-    if e.returncode == 127:
-        install_pyb()
-    else:
-        sys.exit(e.returncode)
-
-try:
-    from pybuilder.cli import main
-
-    # verbose, debug, skip all optional...
-    if main("-v", "-X", "-o", "--reset-plugins", "clean", "package"):
-        raise RuntimeError("PyBuilder build failed")
-
-    from pybuilder.reactor import Reactor
-
-    reactor = Reactor.current_instance()
-    project = reactor.project
-    dist_dir = project.expand_path("$dir_dist")
-
-    for src_file in glob.glob(os.path.join(dist_dir, "*")):
-        file_name = os.path.basename(src_file)
-        target_file_name = os.path.join(script_dir, file_name)
-        if os.path.exists(target_file_name):
-            if os.path.isdir(target_file_name):
-                shutil.rmtree(target_file_name)
-            else:
-                os.remove(target_file_name)
-        shutil.move(src_file, script_dir)
-    setup_args = sys.argv[1:]
-    subprocess.check_call(
-        [sys.executable, "setup.py"] + setup_args, cwd=script_dir
-    )
-except subprocess.CalledProcessError as e:
-    exit_code = e.returncode
-sys.exit(exit_code)
\ No newline at end of file
diff --git a/src/lava/utils/dataloader/mnist.py b/src/lava/utils/dataloader/mnist.py
index 72107c7b7..4a287dc2f 100644
--- a/src/lava/utils/dataloader/mnist.py
+++ b/src/lava/utils/dataloader/mnist.py
@@ -49,9 +49,9 @@ def download_mnist(path=os.path.join(os.path.dirname(__file__), 'temp')):
                 try:
                     url = f"{mirror}{file}"
                     if url.lower().startswith("http"):
-                        # Disabling security linter and using hardcoded
+                        # Disabling security lint because we are using hardcoded
                         # URLs specified above
-                        res = urllib.request.urlopen(url)  # nosec
+                        res = urllib.request.urlopen(url)  # nosec # noqa
                         with open(os.path.join(path, file), "wb") as f:
                             f.write(res.read())
                         break