diff --git a/2020BTEIT00071/VQ.ipynb b/2020BTEIT00071/VQ.ipynb
new file mode 100644
index 0000000..f0095c4
--- /dev/null
+++ b/2020BTEIT00071/VQ.ipynb
@@ -0,0 +1,103 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Vector Quantization\n",
+      "--------------------------------\n",
+      "(128, 128)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "True"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import cv2\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "%matplotlib inline\n",
+    "\n",
+    "print('Vector Quantization')\n",
+    "print('--------------------------------')\n",
+    "\n",
+    "file=input(\"Enter file name: \")\n",
+    "\n",
+    "img = cv2.imread(file, cv2.IMREAD_GRAYSCALE)\n",
+    "img = cv2.resize(img, (128, 128))\n",
+    "print(img.shape)\n",
+    "plt.imshow(img, cmap='gray')\n",
+    "cv2.imwrite('VQCompressed.png',img)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: total: 3min 57s\n",
+      "Wall time: 3min 57s\n"
+     ]
+    }
+   ],
+   "source": [
+    "%time cb, cb_abs_w, cb_rel_w = lbg.generate_codebook(train_X, 64)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3.10.4 64-bit",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.4"
+  },
+  "vscode": {
+   "interpreter": {
+    "hash": "b7de24b07e89dec888d66cf005a8cc64e879152fc4182ac005b9a69294391971"
+   }
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/2020BTEIT00071/compressed.txt b/2020BTEIT00071/compressed.txt
new file mode 100644
index 0000000..56032e9
--- /dev/null
+++ b/2020BTEIT00071/compressed.txt
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\ No newline at end of file
diff --git a/2020BTEIT00071/compressedhuffman code.jpg b/2020BTEIT00071/compressedhuffman code.jpg
new file mode 100644
index 0000000..70a9462
Binary files /dev/null and b/2020BTEIT00071/compressedhuffman code.jpg differ
diff --git a/2020BTEIT00071/huffman code.txt b/2020BTEIT00071/huffman code.txt
new file mode 100644
index 0000000..29ee611
--- /dev/null
+++ b/2020BTEIT00071/huffman code.txt	
@@ -0,0 +1,154 @@
+Name-Dhanashri Shahaji Maske
+PRN-2020BTEIT00071
+
+import re
+import numpy as np
+from PIL import Image
+print("Huffman Compression Program")
+print("=================================================================")
+h = int(input("Enter 1 if you want to input an colour image file, 2 for default gray scale case:"))
+if h == 1:
+    file = input("Enter the filename:")
+    my_string = np.asarray(Image.open(file),np.uint8)
+    shape = my_string.shape
+    a = my_string
+    print ("Enetered string is:",my_string)
+    my_string = str(my_string.tolist())
+elif h == 2:
+    array = np.arange(0, 737280, 1, np.uint8)
+    my_string = np.reshape(array, (1024, 720))
+    print ("Enetered string is:",my_string)
+    a = my_string
+    my_string = str(my_string.tolist())
+
+else:
+    print("You entered invalid input")                    # taking user input
+
+letters = []
+only_letters = []
+for letter in my_string:
+    if letter not in letters:
+        frequency = my_string.count(letter)             #frequency of each letter repetition
+        letters.append(frequency)
+        letters.append(letter)
+        only_letters.append(letter)
+
+nodes = []
+while len(letters) > 0:
+    nodes.append(letters[0:2])
+    letters = letters[2:]                               # sorting according to frequency
+nodes.sort()
+huffman_tree = []
+huffman_tree.append(nodes)                             #Make each unique character as a leaf node
+
+def combine_nodes(nodes):
+    pos = 0
+    newnode = []
+    if len(nodes) > 1:
+        nodes.sort()
+        nodes[pos].append("1")                       # assigning values 1 and 0
+        nodes[pos+1].append("0")
+        combined_node1 = (nodes[pos] [0] + nodes[pos+1] [0])
+        combined_node2 = (nodes[pos] [1] + nodes[pos+1] [1])  # combining the nodes to generate pathways
+        newnode.append(combined_node1)
+        newnode.append(combined_node2)
+        newnodes=[]
+        newnodes.append(newnode)
+        newnodes = newnodes + nodes[2:]
+        nodes = newnodes
+        huffman_tree.append(nodes)
+        combine_nodes(nodes)
+    return huffman_tree                                     # huffman tree generation
+
+newnodes = combine_nodes(nodes)
+
+huffman_tree.sort(reverse = True)
+print("Huffman tree with merged pathways:")
+
+checklist = []
+for level in huffman_tree:
+    for node in level:
+        if node not in checklist:
+            checklist.append(node)
+        else:
+            level.remove(node)
+count = 0
+for level in huffman_tree:
+    print("Level", count,":",level)             #print huffman tree
+    count+=1
+print()
+
+letter_binary = []
+if len(only_letters) == 1:
+    lettercode = [only_letters[0], "0"]
+    letter_binary.append(letter_code*len(my_string))
+else:
+    for letter in only_letters:
+        code =""
+        for node in checklist:
+            if len (node)>2 and letter in node[1]:           #genrating binary code
+                code = code + node[2]
+        lettercode =[letter,code]
+        letter_binary.append(lettercode)
+print(letter_binary)
+print("Binary code generated:")
+for letter in letter_binary:
+    print(letter[0], letter[1])
+
+bitstring =""
+for character in my_string:
+    for item in letter_binary:
+        if character in item:
+            bitstring = bitstring + item[1]
+binary ="0b"+bitstring
+print("Your message as binary is:")
+                                        # binary code generated
+
+uncompressed_file_size = len(my_string)*7
+compressed_file_size = len(binary)-2
+print("Your original file size was", uncompressed_file_size,"bits. The compressed size is:",compressed_file_size)
+print("This is a saving of ",uncompressed_file_size-compressed_file_size,"bits")
+output = open("compressed.txt","w+")
+print("Compressed file generated as compressed.txt")
+output = open("compressed.txt","w+")
+print("Decoding.......")
+output.write(bitstring)
+
+bitstring = str(binary[2:])
+uncompressed_string =""
+code =""
+for digit in bitstring:
+    code = code+digit
+    pos=0                                        #iterating and decoding
+    for letter in letter_binary:
+        if code ==letter[1]:
+            uncompressed_string=uncompressed_string+letter_binary[pos] [0]
+            code=""
+        pos+=1
+
+print("Your UNCOMPRESSED data is:")
+if h == 1:
+    temp = re.findall(r'\d+', uncompressed_string)
+    res = list(map(int, temp))
+    res = np.array(res)
+    res = res.astype(np.uint8)
+    res = np.reshape(res, shape)
+    print(res)
+    print("Observe the shapes and input and output arrays are matching or not")
+    print("Input image dimensions:",shape)
+    print("Output image dimensions:",res.shape)
+    data = Image.fromarray(res)
+    data.save('uncompressed.png')
+    if a.all() == res.all():
+        print("Success")
+if h == 2:
+    temp = re.findall(r'\d+', uncompressed_string)
+    res = list(map(int, temp))
+    print(res)
+    res = np.array(res)
+    res = res.astype(np.uint8)
+    res = np.reshape(res, (1024, 720))
+    print(res)
+    data = Image.fromarray(res)
+    data.save('uncompressed.png')
+    print("Success")
\ No newline at end of file
diff --git a/2020BTEIT00071/observation.txt b/2020BTEIT00071/observation.txt
new file mode 100644
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+++ b/2020BTEIT00071/observation.txt
@@ -0,0 +1,50 @@
+Name:Dhanashri Shahaji Maske
+PRN: 2020BTEIT00071
+
+
+Title: To use the Vector Quantization Algorithm to compressed an 128x128 px image.
+    Also get the Huffman code of the inputed image using Huffman Encoding Algorithm.
+
+
+First an introduction to my file structure:
+
+1) Huffman folder: 
+      i) It consist of the huffman.c file which is the contains the C code of the Huffman Algorithm. It gives the encoded image and bits values after the execution.
+      ii) It was referred from Geek for Geeks.
+      iii) The folder also has a "gray.bmp" image which is used my grayscale image.
+      iv) encode.txt has the binary encoded image of the "gray.bmp" inside it.
+      v) Huffman tree path for all the bits present inside the "gray.bmp" (commonly ranges from 0-254) is stored in huffman_codes.txt.
+
+2) Images Folder:
+      i) It has two images "gray.bmp" (original and uncompressed) and "gray_compressed.bmp" (original and commpressed).
+      ii) Properties of "gray.bmp" : 
+                        Dimensions: 128x128 px
+                        Size: 17 kB
+
+      iii) Properties of "gray_compressed.bmp" :
+                        Dimensions: 131x33 px 
+                        Size:9 kB
+
+3) VQ folder: 
+      i) This folder has the Vector Quantization Algorithm in it which is C++ language.
+      ii) The source code is referred from a git repository.
+      iii) Source.cpp provides two clones of the original image in compressed formed.
+
+Performance: 
+
+      Vector Quantization Algorithm: 
+
+            By calculating the Compression Ratio of the image: 
+
+                              compression ratio = (uncompressed image size / compressed image size)
+                                                = (17 / 9)
+                                                =  1.88 
+
+            Thus VQ is one of the lossy compression algorithms and which is clearly visible by looking the compression ratio.
+
+      Huffman Encoding Algorithm:   
+
+            The encoding performance for the Huffman is on the number of various bits present inside the image.
+
+            The general Time Complexity of the algorithm is O(nlogn), where n is number of different nodes present inside the Huffman tree.
+ 
\ No newline at end of file
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