diff --git a/README.md b/README.md
index c9e3ae5..6affef1 100644
--- a/README.md
+++ b/README.md
@@ -1,5 +1,73 @@
-# Jupyter-my-own-image
+# Jupyter Notebook Docker Setup
 
-This is my custom image of python jupyter. 
+This repository contains Docker configuration for running Jupyter Notebook with various data science libraries pre-installed.
 
-This repo was created to run jupyter in docker on raspberry pi (arm)
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+## Features
+
+- Based on Ubuntu Focal (20.04)
+- Includes Jupyter Notebook with:
+  - Pandas
+  - OpenCV
+  - Scikit-learn
+  - Scikit-image
+  - PyTorch
+  - Imutils
+  - Notebook export capabilities (nbconvert)
+- Volume mounted for persistent notebook storage
+- Two deployment profiles (build locally or pull from registry)
+
+## Directory Structure
+
+```
+.
+├── Dockerfile          # Docker image definition
+├── docker-compose.yml  # Services configuration
+├── requirements.txt    # Python package dependencies
+└── notebooks/          # Directory for your Jupyter notebooks (will be created)
+```
+
+## Usage
+
+### Create notebooks directory
+
+```bash
+mkdir -p notebooks
+```
+
+### Profile 1: Build locally
+
+To build the Docker image locally and run the container:
+
+```bash
+docker-compose --profile build up
+```
+
+### Profile 2: Pull from your registry
+
+To pull the image from your private registry and run it:
+
+```bash
+REGISTRY_URL=your-registry-url docker-compose --profile registry up
+```
+
+Replace `your-registry-url` with your actual Docker registry URL.
+
+## Accessing Jupyter Notebook
+
+Once the container is running, access Jupyter Notebook by opening a browser and navigating to:
+
+```
+http://localhost:8888
+```
+
+No password is required (for simplicity - you may want to add authentication for production use).
+
+## Customization
+
+- To add more Python packages, modify the `pip3 install` command in the Dockerfile
+- To change the Jupyter configuration, modify the command in docker-compose.yml
+
+## Notes
+
+- The notebooks directory is mounted as a volume to persist your work
+- For security in production environments, consider adding authentication to your Jupyter instance
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diff --git a/compose.yml b/compose.yml
new file mode 100644
index 0000000..934102e
--- /dev/null
+++ b/compose.yml
@@ -0,0 +1,22 @@
+services:
+  jupyter:
+    profiles: ["build", "registry"]
+    image: https://git.seccodesmith.pl/seccodesmith/Jupyter-my-own-image.git
+    build:
+      context: .
+      dockerfile: Dockerfile
+    ports:
+      - "8888:8888"
+    volumes:
+      - ./notebooks:/notebooks
+    environment:
+      - JUPYTER_ENABLE_LAB=yes
+    restart: unless-stopped
+    command: >
+      jupyter notebook
+      --ip='0.0.0.0'
+      --port=8888
+      --no-browser
+      --NotebookApp.token=''
+      --NotebookApp.password=''
+      --allow-root
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diff --git a/dockerfile b/dockerfile
index 5ddf2dc..4c91670 100644
--- a/dockerfile
+++ b/dockerfile
@@ -6,20 +6,19 @@ RUN apt-get update && apt-get install -y \
     python3 \
     python3-pip \
     python3-dev \
-    build-essential \
-    pandoc \
-    texlive-xetex \
-    libsm6 \
-    libxext6 \
-    libxrender-dev \
+    git \
+    wget \
+    curl \
+    && apt-get clean \
     && rm -rf /var/lib/apt/lists/*
 
-WORKDIR /app
+COPY requirements.txt /tmp/
 
-COPY requirements.txt .
-RUN pip3 install --no-cache-dir --upgrade pip \
- && pip3 install --no-cache-dir -r requirements.txt
+RUN pip3 install --no-cache-dir --upgrade pip && \
+    pip3 install --no-cache-dir -r /tmp/requirements.txt
+
+WORKDIR /notebooks
 
 EXPOSE 8888
 
-CMD ["jupyter", "lab", "--ip=0.0.0.0", "--port=8888", "--allow-root", "--no-browser", "--NotebookApp.token=''"]
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+CMD ["jupyter", "notebook", "--ip='0.0.0.0'", "--port=8888", "--no-browser", "--allow-root"]
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diff --git a/requirements.txt b/requirements.txt
index 6cc1b1b..3f253c9 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,10 +1,12 @@
-jupyterlab
+jupyter
 notebook
 nbconvert
 numpy
 pandas
-matplotlib
+opencv-python
 scikit-learn
 scikit-image
 torch
-torchvision
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+torchvision
+torchaudio
+imutils
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