diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index cd2cb306..5dcc6285 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -36,8 +36,8 @@ jobs:
             setup.py
       - name: Install Package
         run: |
-          python -m pip install -U pip poetry
-          python -m poetry install --no-cache --with test -E onnx
+          curl -sSL https://install.python-poetry.org | python3 -
+          poetry install --no-cache --with test -E onnx
 
       - name: Run Tests
         run: |
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 3aa26b9c..7748c33c 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,6 +2,13 @@
 # Changelog
 All notable changes to this project will be documented in this file.
 
+### [2.1.6]
+
+#### Updated
+
+- Remove poetry dependencies from quadra toml
+- Update readme to explain how to use poetry properly
+
 ### [2.1.5]
 
 #### Fixed
diff --git a/README.md b/README.md
index 20b5e713..c857b785 100644
--- a/README.md
+++ b/README.md
@@ -97,7 +97,7 @@ source myenv/bin/activate
 
     * **Install the `quadra` package** with poetry:
       ```shell
-      pip install poetry
+      curl -sSL https://install.python-poetry.org | python3 -
       poetry add git+https://github.com/orobix/quadra.git
       ```
 
@@ -241,9 +241,15 @@ First clone the repository from Github
 First clone the repository from `Github`, then we need to install the package with optional dependencies (generally in editable mode) and enable the pre-commit hooks.
 
 1. `git clone https://github.com/orobix/quadra.git && cd quadra` 
-1. Install `quadra` package in editable mode `poetry install --with test,dev,docs --all-extras`
-2. Install pre-commit hooks `pre-commit install`
-3. (Optional) Eventually build documentation by calling required commands (see below).
+2. Install poetry `curl -sSL https://install.python-poetry.org | python3 -`
+3. Install the required poetry plugins
+  ```
+  poetry self add poetry-bumpversion
+  poetry self add poetry-dotenv-plugin
+  ```
+4. Install `quadra` package in editable mode `poetry install --with test,dev,docs --all-extras`
+5. Install pre-commit hooks `pre-commit install`
+6. (Optional) Eventually build documentation by calling required commands (see below).
 
 Now you can start developing and the pre-commit hooks will run automatically to prevent you from committing code that does not pass the linting and formatting checks.
 
diff --git a/poetry.lock b/poetry.lock
index b98fed53..38d27c2e 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
 
 [[package]]
 name = "absl-py"
@@ -420,51 +420,6 @@ urllib3 = ">=1.25.4,<1.27"
 [package.extras]
 crt = ["awscrt (==0.16.9)"]
 
-[[package]]
-name = "build"
-version = "1.0.3"
-description = "A simple, correct Python build frontend"
-optional = false
-python-versions = ">= 3.7"
-files = [
-    {file = "build-1.0.3-py3-none-any.whl", hash = "sha256:589bf99a67df7c9cf07ec0ac0e5e2ea5d4b37ac63301c4986d1acb126aa83f8f"},
-    {file = "build-1.0.3.tar.gz", hash = "sha256:538aab1b64f9828977f84bc63ae570b060a8ed1be419e7870b8b4fc5e6ea553b"},
-]
-
-[package.dependencies]
-colorama = {version = "*", markers = "os_name == \"nt\""}
-importlib-metadata = {version = ">=4.6", markers = "python_version < \"3.10\""}
-packaging = ">=19.0"
-pyproject_hooks = "*"
-tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
-
-[package.extras]
-docs = ["furo (>=2023.08.17)", "sphinx (>=7.0,<8.0)", "sphinx-argparse-cli (>=1.5)", "sphinx-autodoc-typehints (>=1.10)", "sphinx-issues (>=3.0.0)"]
-test = ["filelock (>=3)", "pytest (>=6.2.4)", "pytest-cov (>=2.12)", "pytest-mock (>=2)", "pytest-rerunfailures (>=9.1)", "pytest-xdist (>=1.34)", "setuptools (>=42.0.0)", "setuptools (>=56.0.0)", "setuptools (>=56.0.0)", "setuptools (>=67.8.0)", "wheel (>=0.36.0)"]
-typing = ["importlib-metadata (>=5.1)", "mypy (>=1.5.0,<1.6.0)", "tomli", "typing-extensions (>=3.7.4.3)"]
-virtualenv = ["virtualenv (>=20.0.35)"]
-
-[[package]]
-name = "cachecontrol"
-version = "0.13.1"
-description = "httplib2 caching for requests"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "cachecontrol-0.13.1-py3-none-any.whl", hash = "sha256:95dedbec849f46dda3137866dc28b9d133fc9af55f5b805ab1291833e4457aa4"},
-    {file = "cachecontrol-0.13.1.tar.gz", hash = "sha256:f012366b79d2243a6118309ce73151bf52a38d4a5dac8ea57f09bd29087e506b"},
-]
-
-[package.dependencies]
-filelock = {version = ">=3.8.0", optional = true, markers = "extra == \"filecache\""}
-msgpack = ">=0.5.2"
-requests = ">=2.16.0"
-
-[package.extras]
-dev = ["CacheControl[filecache,redis]", "black", "build", "cherrypy", "mypy", "pytest", "pytest-cov", "sphinx", "tox", "types-redis", "types-requests"]
-filecache = ["filelock (>=3.8.0)"]
-redis = ["redis (>=2.10.5)"]
-
 [[package]]
 name = "cachetools"
 version = "5.3.2"
@@ -702,21 +657,6 @@ files = [
     {file = "charset_normalizer-3.3.2-py3-none-any.whl", hash = "sha256:3e4d1f6587322d2788836a99c69062fbb091331ec940e02d12d179c1d53e25fc"},
 ]
 
-[[package]]
-name = "cleo"
-version = "2.1.0"
-description = "Cleo allows you to create beautiful and testable command-line interfaces."
-optional = false
-python-versions = ">=3.7,<4.0"
-files = [
-    {file = "cleo-2.1.0-py3-none-any.whl", hash = "sha256:4a31bd4dd45695a64ee3c4758f583f134267c2bc518d8ae9a29cf237d009b07e"},
-    {file = "cleo-2.1.0.tar.gz", hash = "sha256:0b2c880b5d13660a7ea651001fb4acb527696c01f15c9ee650f377aa543fd523"},
-]
-
-[package.dependencies]
-crashtest = ">=0.4.1,<0.5.0"
-rapidfuzz = ">=3.0.0,<4.0.0"
-
 [[package]]
 name = "click"
 version = "8.1.7"
@@ -975,17 +915,6 @@ tomli = {version = "*", optional = true, markers = "python_full_version <= \"3.1
 [package.extras]
 toml = ["tomli"]
 
-[[package]]
-name = "crashtest"
-version = "0.4.1"
-description = "Manage Python errors with ease"
-optional = false
-python-versions = ">=3.7,<4.0"
-files = [
-    {file = "crashtest-0.4.1-py3-none-any.whl", hash = "sha256:8d23eac5fa660409f57472e3851dab7ac18aba459a8d19cbbba86d3d5aecd2a5"},
-    {file = "crashtest-0.4.1.tar.gz", hash = "sha256:80d7b1f316ebfbd429f648076d6275c877ba30ba48979de4191714a75266f0ce"},
-]
-
 [[package]]
 name = "cryptography"
 version = "42.0.0"
@@ -1146,93 +1075,6 @@ files = [
     {file = "docutils-0.20.1.tar.gz", hash = "sha256:f08a4e276c3a1583a86dce3e34aba3fe04d02bba2dd51ed16106244e8a923e3b"},
 ]
 
-[[package]]
-name = "dulwich"
-version = "0.21.7"
-description = "Python Git Library"
-optional = false
-python-versions = ">=3.7"
-files = [
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-https = ["urllib3 (>=1.24.1)"]
-paramiko = ["paramiko"]
-pgp = ["gpg"]
-
 [[package]]
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@@ -1301,20 +1143,6 @@ typing-extensions = ">=4.8.0"
 [package.extras]
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-
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 [[package]]
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@@ -2811,7 +2628,7 @@ files = [
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 html5 = ["html5lib"]
 htmlsoup = ["BeautifulSoup4"]
-source = ["Cython (>=3.0.8)"]
+source = ["Cython (>=3.0.7)"]
 
 [[package]]
 name = "mako"
@@ -3330,71 +3147,6 @@ docs = ["sphinx"]
 gmpy = ["gmpy2 (>=2.1.0a4)"]
 tests = ["pytest (>=4.6)"]
 
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 [[package]]
 name = "multidict"
 version = "6.0.4"
@@ -4268,20 +4020,6 @@ files = [
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-
-[package.dependencies]
-ptyprocess = ">=0.5"
-
 [[package]]
 name = "pillow"
 version = "9.3.0"
@@ -4400,85 +4138,6 @@ files = [
 dev = ["pre-commit", "tox"]
 testing = ["pytest", "pytest-benchmark"]
 
-[[package]]
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 pyspark = ["pyspark (>=2.4.4)"]
 quart = ["blinker (>=1.1)", "quart (>=0.16.1)"]
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 test = ["pytest", "pytest-cov"]
 
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 mypy = ["mypy (>=0.910)"]
 mysql = ["mysqlclient (>=1.4.0)"]
 mysql-connector = ["mysql-connector-python"]
-oracle = ["cx-oracle (>=8)"]
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 postgresql = ["psycopg2 (>=2.7)"]
 postgresql-asyncpg = ["asyncpg", "greenlet (!=0.4.17)"]
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 postgresql-psycopg2cffi = ["psycopg2cffi"]
 postgresql-psycopgbinary = ["psycopg[binary] (>=3.0.7)"]
 pymysql = ["pymysql"]
-sqlcipher = ["sqlcipher3-binary"]
+sqlcipher = ["sqlcipher3_binary"]
 
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 name = "sqlparse"
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 tutorials = ["matplotlib", "pandas", "tabulate"]
 
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-    {file = "xattr-0.10.1.tar.gz", hash = "sha256:c12e7d81ffaa0605b3ac8c22c2994a8e18a9cf1c59287a1b7722a2289c952ec5"},
-]
-
-[package.dependencies]
-cffi = ">=1.0"
-
 [[package]]
 name = "xxhash"
 version = "3.2.0"
@@ -7494,4 +6921,4 @@ onnx = ["onnx", "onnxruntime_gpu", "onnxsim"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9,<3.11"
-content-hash = "ad1f194222d7e7133cb7b7e0bccf34311d2fd56933d197d3f073b50893a8277d"
+content-hash = "b6f01476ed98e11c0c68000b29266f86032e4893b8221914d4e8b4b55c2dcadb"
diff --git a/pyproject.toml b/pyproject.toml
index f407d3a1..0e205e16 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "quadra"
-version = "2.1.5"
+version = "2.1.6"
 description = "Deep Learning experiment orchestration library"
 authors = [
 	"Federico Belotti <federico.belotti@orobix.com>",
@@ -39,7 +39,6 @@ quadra = "quadra.main:main"
 
 [tool.poetry.dependencies]
 python = ">=3.9,<3.11"
-poetry = "1.7.1"
 
 torch = [
 	{ url = "https://download.pytorch.org/whl/cu121/torch-2.1.2%2Bcu121-cp310-cp310-linux_x86_64.whl", markers = "sys_platform == 'linux' and python_version == '3.10'" },
@@ -111,7 +110,7 @@ types_pyyaml = "~6.0.12"
 mypy = "^1.9.0"
 pandas_stubs = "~1.5.3"
 twine = "~4.0"
-poetry-bumpversion = "~0.3"
+
 
 # Test dependencies
 [tool.poetry.group.test]
diff --git a/quadra/__init__.py b/quadra/__init__.py
index 2639c553..03a2a849 100644
--- a/quadra/__init__.py
+++ b/quadra/__init__.py
@@ -1,4 +1,4 @@
-__version__ = "2.1.5"
+__version__ = "2.1.6"
 
 
 def get_version():