diff --git a/Linked Lists/B1_Linked_List.ipynb b/Linked Lists/B1_Linked_List.ipynb
index 709d82c..ec82834 100644
--- a/Linked Lists/B1_Linked_List.ipynb	
+++ b/Linked Lists/B1_Linked_List.ipynb	
@@ -1,5 +1,172 @@
 {
  "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Define Node class\n",
+    "class Node:\n",
+    "    def __init__(self, value):\n",
+    "        self.value = value\n",
+    "        self.next = None"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "class LinkedList:\n",
+    "    def __init__(self):\n",
+    "        self.head = None\n",
+    "        self.n = 0  # Keep track of length\n",
+    "\n",
+    "    def __len__(self):\n",
+    "        return self.n\n",
+    "\n",
+    "    def insert_head(self, value):\n",
+    "        new_node = Node(value)\n",
+    "        new_node.next = self.head\n",
+    "        self.head = new_node\n",
+    "        self.n += 1\n",
+    "\n",
+    "    def insert_tail(self, value):\n",
+    "        new_node = Node(value)\n",
+    "        if self.head is None:\n",
+    "            self.head = new_node\n",
+    "        else:\n",
+    "            temp = self.head\n",
+    "            while temp.next:\n",
+    "                temp = temp.next\n",
+    "            temp.next = new_node\n",
+    "        self.n += 1\n",
+    "\n",
+    "    def insert_at_index(self, index, value):\n",
+    "        if index < 0 or index > self.n:\n",
+    "            raise IndexError(\"Index out of range\")\n",
+    "        \n",
+    "        if index == 0:\n",
+    "            self.insert_head(value)\n",
+    "            return\n",
+    "        \n",
+    "        new_node = Node(value)\n",
+    "        temp = self.head\n",
+    "        for _ in range(index - 1):\n",
+    "            temp = temp.next\n",
+    "        new_node.next = temp.next\n",
+    "        temp.next = new_node\n",
+    "        self.n += 1\n",
+    "\n",
+    "    def delete_node(self, value):\n",
+    "        if self.head is None:\n",
+    "            return\n",
+    "        \n",
+    "        if self.head.value == value:\n",
+    "            self.head = self.head.next\n",
+    "            self.n -= 1\n",
+    "            return\n",
+    "        \n",
+    "        temp = self.head\n",
+    "        while temp.next and temp.next.value != value:\n",
+    "            temp = temp.next\n",
+    "        \n",
+    "        if temp.next:\n",
+    "            temp.next = temp.next.next\n",
+    "            self.n -= 1\n",
+    "\n",
+    "    def search(self, value):\n",
+    "        temp = self.head\n",
+    "        index = 0\n",
+    "        while temp:\n",
+    "            if temp.value == value:\n",
+    "                return index\n",
+    "            temp = temp.next\n",
+    "            index += 1\n",
+    "        return -1  # Not found\n",
+    "\n",
+    "    def reverse(self):\n",
+    "        prev = None\n",
+    "        current = self.head\n",
+    "        while current:\n",
+    "            next_node = current.next\n",
+    "            current.next = prev\n",
+    "            prev = current\n",
+    "            current = next_node\n",
+    "        self.head = prev\n",
+    "\n",
+    "    def display(self):\n",
+    "        temp = self.head\n",
+    "        while temp:\n",
+    "            print(temp.value, end=\" -> \")\n",
+    "            temp = temp.next\n",
+    "        print(\"None\")\n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2 -> 4 -> 1 -> 3 -> None\n"
+     ]
+    }
+   ],
+   "source": [
+    "L = LinkedList()\n",
+    "L.insert_head(1)\n",
+    "L.insert_head(2)\n",
+    "L.insert_tail(3)\n",
+    "L.insert_at_index(1, 4)  # Insert 4 at index 1\n",
+    "L.display()  # Expected: 2 -> 4 -> 1 -> 3 -> None"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Index of 3: 3\n",
+      "2 -> 1 -> 3 -> None\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"Index of 3:\", L.search(3))  # Expected: 3\n",
+    "L.delete_node(4)\n",
+    "L.display()  # Expected: 2 -> 1 -> 3 -> None"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3 -> 1 -> 2 -> None\n"
+     ]
+    }
+   ],
+   "source": [
+    "L.reverse()\n",
+    "L.display()"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -9,8 +176,22 @@
   }
  ],
  "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
   "language_info": {
-   "name": "python"
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.9"
   }
  },
  "nbformat": 4,
diff --git a/Linked Lists/Linked List Diagram.jpg b/Linked Lists/Linked List Diagram.jpg
new file mode 100644
index 0000000..49cedfc
Binary files /dev/null and b/Linked Lists/Linked List Diagram.jpg differ