Update README.md

README.md

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-## Raven Distribution Framework (Public Beta)
+<div align="center">
+  <img src="https://static.wixstatic.com/media/8e555b_b0053aa9f21e4ff2bed34105ef06189d~mv2_d_4703_2828_s_4_2.png/v1/fill/w_156,h_86,al_c,q_85,usm_0.66_1.00_0.01/RP-Logo-B.webp">
+</div>
+
+## Raven Distribution Framework(RDF) 
 https://www.ravenprotocol.com/
 
-#### Goals of the Public Beta
-1. Allow users to run a local instance of the Raven Server and Raven Client that can communicate with each other.
-2. Test how simple computations are stored, passed, and processed between the Server to the Client.
-3. Provide the foundation to allow developers to plug in their own libraries or algorithms to train using the Raven Distribution Framework.
-4. Find bugs and security issues in the code base.
 
-#### Installation Instructions
+#### What is Raven Distribution Framework?
+The foundation for any Machine Learning or Deep Learning Framework. Simply put, it is more like a decentralized calculator, comparable to a decentralized version of the IBM machines that were used to launch the Apollo astronauts. Apart from building ML/DL frameworks, a lot more can be done on it, such as maximizing yield on your favorite DeFi protocols like Compound and more!
+
+
+#### Setup
+
+1. Install and create a virtual environment
+
+     ```
+     pip3 install virtualenv & virtualenv venv -p python3 & source venv/bin/activate
+     ```
+
+2. Install dependencies
+
+     ```
+     pip3 install -r requirements.txt
+     ```
+
+3. Run socket server
+
+     ```
+     python3 run_socket_server.py
+     ```
+
+4. Install redis-server
+
+    ```
+    # Ubuntu
+    sudo apt install redis-server
 
-[View the full turoial here.](https://medium.com/ravenprotocol/building-blocks-of-the-raven-distribution-framework-on-github-d200967bbec0)
+    # Mac
+    brew install redis
+    brew services start redis
+    ```
 
-1. Install dependencies - pip3 install -r requirements.txt
-2. Setup and clean - python3 setup_n_clean.py
-3. Run socket server - python3 run_socket_server.py
-4. Open index.html in your browser
-5. Run our application - python3 run_app.py
+5. Specify MySQL database credentials in the common/constants.py file
 
+     ```
+     MYSQL_HOST = "localhost"
+     MYSQL_PORT = "3306"
+     MYSQL_USER = "root"
+     MYSQL_PASSWORD = "password"
+     MYSQL_DATABASE = "rdf"
+     ```
 
-#### Docker Implementation
+4. Open ravenclient/index.html in your browser
 
-Create a docker image
-
-    sudo docker build -t raven .
-
-Stop and remove all containers
-
-    sudo docker stop $(sudo docker ps -aq)
-    sudo docker rm $(sudo docker ps -aq)
+    ```
+    ravenclient/index.html
+    ```
 
-Create and start the docker container
+#### How to write operations?
 
-    sudo docker run --name raven_server -p 9999:9999 raven
-
-Stop and remove the container
+     from ravop.core import Scalar, Tensor
+     a = Scalar(10)
+     b = Scalar(20)
 
-    sudo docker container stop raven_server
-    sudo docker container rm raven_server
-
-Remove an image
+     # Calculate sum of a and b
+     c = a.add(b)
 
-    sudo docker rmi raven
-
-Enter into the container
+     # Subtract b from a
+     d = a.sub(b)
 
-    sudo docker exec -it raven_server bash
+     # Matrix Multiplication
+     a = Tensor([[2,3,4],[3,4,5],[5,6,7]])
+     b = Tensor([[3],[4],[6]])
+     c = a.matmul(b)
 
 #### How to contribute: