Update README.md

README.md

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-# Aquila DB
+<div align="center">
+  <a href="https://aquila.network">
+    <img
+      src="https://user-images.githubusercontent.com/19545678/133918727-5a37c6be-676f-427b-8c86-dd50f58d1287.png"
+      alt="Aquila Network Logo"
+      height="64"
+    />
+  </a>
+  <br />
+  <p>
+    <h3>
+      <b>
+        Aquila DB
+      </b>
+    </h3>
+  </p>
+  <p>
+    <b>
+      Easy to use Neural Search Engine
+    </b>
+  </p>
+  <br/>
+</div>
+
 **[Aquila DB](https://github.com/Aquila-Network/AquilaDB)** is a Neural search engine. In other words, it is a database to index **Latent Vectors** generated by ML models along with **JSON Metadata** to perform **k-NN** retrieval. It is dead simple to set up, language-agnostic, and drop in addition to your Machine Learning Applications. Aquila DB, as of current features is a ready solution for Machine Learning engineers and Data scientists to build **[Neural Information Retrieval](https://www.microsoft.com/en-us/research/uploads/prod/2017/06/INR-061-Mitra-neuralir-intro.pdf)** applications out of the box with minimal dependencies.
 
 
@@ -15,7 +38,15 @@ Join [Community chat and get support: ![discord chatroom for discussions](https:
 * If you are looking for a document database, this is not the right place for you.
 
 # Technology
-Aquila DB is not built from scratch. Thanks to the OSS community, it is based on a couple of cool open source projects out there. We took a couch and added some wheels and jetpacks to make it a super cool butt rest for Data Scientists and ML Engineers. While **Couch DB** provides us network and scalability benefits, **FAISS** and **Annoy** provides superfast similarity search. Along with our peer management service, Aquila DB provides a unique solution.
+Aquila DB powers search features of Aquila Network. Here is where Aquila DB fits in the entire ecosystem:
+<div align="center">
+  <img
+    src="https://user-images.githubusercontent.com/19545678/133918438-997af8ec-67ef-4f7c-95ab-16d2f28e79e3.png"
+    alt="Aquila DB Architecture"
+    height="400"
+  />
+ <br/>
+</div>