diff --git a/README.md b/README.md
index 844a11e..7783a16 100644
--- a/README.md
+++ b/README.md
@@ -20,14 +20,36 @@ To clone the repository please run:
git clone https://github.com/JulesBelveze/time-series-autoencoder.git
```
-To install all the required dependencies please run:
+
+Use [uv](https://docs.astral.sh/uv/)
+
+Then install `uv`
+```shell
+# install uv
+curl -LsSf https://astral.sh/uv/install.sh | sh # linux/mac
+# or
+brew install uv # mac with homebrew
```
-python3 -m venv .venv/tsa
-source .venv/tsa/bin/activate
-poetry install
+
+# setup environment and install dependencies
+```bash
+cd time-series-autoencoder
+uv venv
+uv pip sync pyproject.toml
```
+
+
+
+Install directly from `requirements.txt`
+
+```shell
+pip install -r requirements.txt
+```
+
+
+
## Usage
The project uses [Hydra](https://hydra.cc/docs/intro/) as a configuration parser. You can simply change the parameters