README File Update

Author: MohamedSebaie

Image/Capture.PNG

@@ -1,2 +1,149 @@
 # Algorithm-WorkShop-In_Python-ITI_Clustering_Project
- Clustering Algorithms (KMeans, MeanShift, (Merged KMean and MeanShift) and DBSCAN)
+DBSCAN vs Merging Mean-Shift with K-Means  (Mean shift and K-Means algorithm are two similar clustering algorithms; both of them extract information from data with some kind of mean vector operations.  compare these two algorithms and show a way, with VisuMap software, to combine them to get much better clustering tools.) 
+# K-Means , Mean-Shift and DBSCAN from Scratch
+# python Programming
+## Project in Master Branch
+# Team Members GR3 ITI:							  						                       										                     
+
+        1- Abdullah Abdelhakeem
+        2- Mohamed Mostafa
+        3- ElShaimaa Hassan
+        4- Mohamed Sebaie
+        5- Osama Ahmed
+        6- Lamiaa Omar													                       	
+# Date: 
+        - 13 July 2021																                         
+# Version: 
+        - 0.0.1
+        
+# About 
+        - Clustering
+          - K-Means Algorithm
+          - Mean Shift Algorithm
+          - Merge Between K-Mean and  Mean Shift
+          - DBSCAN Algorithm
+
+<h1>Image Projects</h1>
+<h3>K-Means And Mean-Shift</h3>
+<ol>
+  <ul><img  src="Image/kd0.PNG" alt="DBSCAN_K-MEAN"/></ul>
+</ol>
+<ol>
+  <ul><img  src="Image/k1.PNG" alt="DBSCAN_K-MEAN"/></ul>
+</ol>
+<ol>
+  <ul><img  src="Image/k2.PNG" alt="DBSCAN_K-MEAN"/></ul>
+</ol>
+<ol>
+  <ul><img  src="Image/k3.PNG" alt="DBSCAN_K-MEAN"/></ul>
+</ol>
+<ol>
+  <ul><img  src="Image/k4.PNG" alt="DBSCAN_K-MEAN"/></ul>
+</ol>
+<ol>
+  <ul><img  src="Image/k5.PNG" alt="DBSCAN_K-MEAN"/></ul>
+</ol>
+<ol>
+  <ul><img  src="Image/k6.PNG" alt="DBSCAN_K-MEAN"/></ul>
+</ol>
+<ol>
+  <ul><img  src="Image/k7.PNG" alt="DBSCAN_K-MEAN"/></ul>
+</ol>
+
+<ol>
+  <ul><img  src="Image/k8.PNG" alt="DBSCAN_K-MEAN"/></ul>
+</ol>
+<ol>
+  <ul><img  src="Image/k9.PNG" alt="DBSCAN_K-MEAN"/></ul>
+</ol>
+<ol>
+  <ul><img  src="Image/k10.PNG" alt="DBSCAN_K-MEAN"/></ul>
+</ol>
+<ol>
+  <ul><img  src="Image/k11.PNG" alt="DBSCAN_K-MEAN"/></ul>
+</ol>
+<ol>
+  <ul><img  src="Image/k12.PNG" alt="DBSCAN_K-MEAN"/></ul>
+</ol>
+<ol>
+  <ul><img  src="Image/k13.PNG" alt="DBSCAN_K-MEAN"/></ul>
+</ol>
+<ol>
+  <ul><img  src="Image/k14.PNG" alt="DBSCAN_K-MEAN"/></ul>
+</ol>
+
+<ol>
+  <ul><img  src="Image/vip.PNG" alt="DBSCAN_K-MEAN"/></ul>
+</ol>
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+<h3>DBSCAN</h3>
+<ol>
+  <ul><img  src="Image/d1.PNG" alt="DBSCAN_K-MEAN"/></ul>
+</ol>
+<ol>
+  <ul><img  src="Image/d2.PNG" alt="DBSCAN_K-MEAN"/></ul>
+</ol>
+<ol>
+  <ul><img  src="Image/d3.PNG" alt="DBSCAN_K-MEAN"/></ul>
+</ol>
+<ol>
+  <ul><img  src="Image/d4.PNG" alt="DBSCAN_K-MEAN"/></ul>
+</ol>
+<ol>
+  <ul><img  src="Image/d5.PNG" alt="DBSCAN_K-MEAN"/></ul>
+</ol>
+<ol>
+  <ul><img  src="Image/d6.PNG" alt="DBSCAN_K-MEAN"/></ul>
+</ol>
+<ol>
+  <ul><img  src="Image/d7.PNG" alt="DBSCAN_K-MEAN"/></ul>
+</ol>
+
+<ol>
+  <ul><img  src="Image/d8.PNG" alt="DBSCAN_K-MEAN"/></ul>
+</ol>
+<ol>
+  <ul><img  src="Image/d9.PNG" alt="DBSCAN_K-MEAN"/></ul>
+</ol>
+<ol>
+  <ul><img  src="Image/d10.PNG" alt="DBSCAN_K-MEAN"/></ul>
+</ol>
+<ol>
+  <ul><img  src="Image/d11.PNG" alt="DBSCAN_K-MEAN"/></ul>
+</ol>
+<ol>
+  <ul><img  src="Image/d12.PNG" alt="DBSCAN_K-MEAN"/></ul>
+</ol>
+<ol>
+  <ul><img  src="Image/d13.PNG" alt="DBSCAN_K-MEAN"/></ul>
+</ol>
+<ol>
+  <ul><img  src="Image/d14.PNG" alt="DBSCAN_K-MEAN"/></ul>
+</ol>
+
+<ol>
+  <ul><img  src="Image/d16.PNG" alt="DBSCAN_K-MEAN"/></ul>
+</ol>
+
+<ol>
+  <ul><img  src="Image/d15.PNG" alt="DBSCAN_K-MEAN"/></ul>
+</ol>
+
+<h2> Compare Betweem Merge(K-Means And Mean-Shift) vs DBSCAN Algorithms</h2>
+
+<ol>
+  <ul><img  src="Image/kd0.PNG" alt="DBSCAN_K-MEAN"/></ul>
+</ol>