diff --git a/data_structures/README.md b/data_structures/README.md
index a4e430f..deea0b5 100644
--- a/data_structures/README.md
+++ b/data_structures/README.md
@@ -6,12 +6,16 @@ This section contains Data Structure and Algorithms in Java, Typescript and Fron
 
 - [Data Structures](./src/DataStructures)
 - [Algorithms](./src/Algorithms)
-- [Sliding Window](./src/KeyPatterns/SlidingWindow/README.md)
-- [Prefix](./src/KeyPatterns/Prefix/README.md)
 - [NeetCode 150](./neetcode_150/)
 - [Javascript Questions](./js_questions)
 - [Time and Space Complexity](./time_space_complexity/README.md)
 
+**Patterns**
+
+- [Sliding Window](./src/KeyPatterns/SlidingWindow/README.md)
+- [Prefix](./src/KeyPatterns/Prefix/README.md)
+- [Hashes](./src/KeyPatterns/Hashes/README.md)
+
 ## Docs
 
 - [key-patterns](./docs/keys-patterns.md)
diff --git a/data_structures/src/KeyPatterns/Hashes/HashMap/example_1.ts b/data_structures/src/KeyPatterns/Hashes/HashMap/example_1.ts
new file mode 100644
index 0000000..0dc0a5f
--- /dev/null
+++ b/data_structures/src/KeyPatterns/Hashes/HashMap/example_1.ts
@@ -0,0 +1,43 @@
+import { HashMap } from './hashmap';
+
+type User = {
+  id: number;
+  name: string;
+};
+
+function fetchUsers(): Promise<User[]> {
+  return new Promise((resolve) => {
+    setTimeout(() => {
+      resolve([
+        { id: 1, name: 'Alice' },
+        { id: 2, name: 'Bob' },
+        { id: 3, name: 'Charlie' },
+      ]);
+    }, 500);
+  });
+}
+
+const userCache = new HashMap<number, User>();
+
+function cacheUser(user: User) {
+  userCache.put(user.id, user);
+}
+
+function getUserFromCache(userId: number) {
+  return userCache.get(userId);
+}
+
+function isUserCached(userId: number) {
+  return userCache.containsKey(userId);
+}
+
+async function main() {
+  const users = await fetchUsers();
+
+  cacheUser(users[0]);
+  cacheUser(users[1]);
+
+  console.log(getUserFromCache(1)); // { id: 1, name: "Alice" }
+  console.log(isUserCached(3)); // false
+}
+main();
diff --git a/data_structures/src/KeyPatterns/Hashes/HashMap/hashmap.ts b/data_structures/src/KeyPatterns/Hashes/HashMap/hashmap.ts
new file mode 100644
index 0000000..8ecbb3e
--- /dev/null
+++ b/data_structures/src/KeyPatterns/Hashes/HashMap/hashmap.ts
@@ -0,0 +1,160 @@
+/**
+ * Generic HashMap Implementation
+ * @template K - Type of the keys
+ * @template V - Type of the values
+ */
+export class HashMap<K, V> {
+  private buckets: Array<[K, V][]>;
+  private capacity: number;
+  private size: number;
+  private loadFactor: number;
+
+  /**
+   * a new HashMap instance.
+   * @param capacity - Initial capacity of the hashmap
+   * @param loadFactor - Load factor threshold for resizing.
+   */
+  constructor(capacity: number = 16, loadFactor: number = 0.75) {
+    this.capacity = capacity;
+    this.loadFactor = loadFactor;
+    this.size = 0;
+    this.buckets = new Array(capacity).fill(null).map(() => []);
+  }
+
+  /**
+   * Generate a ahsh index for a given key.
+   * @private
+   * @param key - The key to hash
+   * @returns - The computed hash index.
+   */
+  private hash(key: K): number {
+    let hash = 0;
+    const strKey = String(key);
+    for (let i = 0; i < strKey.length; i++) {
+      hash = (hash * 31 + strKey.charCodeAt(i)) % this.capacity;
+    }
+    return hash;
+  }
+
+  /**
+   * Resize the hashmap when the load factor exceeds the threshold
+   * @private
+   */
+  private resize(): void {
+    if (this.size / this.capacity > this.loadFactor) {
+      const oldBuckets = this.buckets;
+      this.capacity *= 2;
+      this.buckets = new Array(this.capacity).fill(null).map(() => []);
+      this.size = 0;
+      for (const bucket of oldBuckets) {
+        for (const [key, value] of bucket) {
+          this.put(key, value);
+        }
+      }
+    }
+  }
+
+  /**
+   * Inserts or updates a key-value pair in the hashmap.
+   * @param key - The key to insert.
+   * @param value - The value to associate with the key.
+   */
+  put(key: K, value: V): void {
+    this.resize();
+    const index = this.hash(key);
+    const bucket = this.buckets[index];
+    for (const entry of bucket) {
+      if (entry[0] === key) {
+        entry[1] = value;
+        return;
+      }
+    }
+    bucket.push([key, value]);
+    this.size++;
+  }
+
+  /**
+   * Retrieve the value associated with a key
+   * @param key - the key to look up.
+   * @returns the associated value or undefined if not found
+   */
+  get(key: K): V | undefined {
+    const index = this.hash(key);
+    const bucket = this.buckets[index];
+    for (const entry of bucket) {
+      if (entry[0] === key) {
+        return entry[1];
+      }
+    }
+    return undefined;
+  }
+
+  /**
+   * Removes a key-value pair from the hashmap
+   * @param key - the key to remove
+   */
+  remove(key: K): boolean {
+    const index = this.hash(key);
+    const bucket = this.buckets[index];
+    for (let i = 0; i < bucket.length; i++) {
+      if (bucket[i][0] === key) {
+        bucket.splice(i, 1);
+        this.size--;
+        return true;
+      }
+    }
+    return false;
+  }
+
+  /**
+   * Checks if a key exists in the hashmap
+   * @param key - the key to check.
+   */
+  containsKey(key: K): boolean {
+    return this.get(key) !== undefined;
+  }
+
+  /**
+   * Checks if a value exists in the hashmap
+   * @param value - the value to check
+   */
+  containsValue(value: V): boolean {
+    return this.buckets.some((bucket) => bucket.some((entry) => entry[1] === value));
+  }
+
+  /**
+   * Returns all keys in the hashmap
+   */
+  keys(): K[] {
+    return this.buckets.flat().map((entry) => entry[0]);
+  }
+
+  /**
+   * Returns all values in the hashmap
+   */
+  values(): V[] {
+    return this.buckets.flat().map((entry) => entry[1]);
+  }
+
+  /**
+   * Returns all key-value pairs in the hashmap
+   */
+  entries(): [K, V][] {
+    return this.buckets.flat();
+  }
+
+  /**
+   * Clears all key-value pairs from the hashmap
+   */
+  clear(): void {
+    this.buckets = new Array(this.capacity).fill(null).map(() => []);
+    this.size = 0;
+  }
+
+  /**
+   * Returns the number of key-value pairs in the hashmap.
+   */
+  getSize(): number {
+    return this.size;
+  }
+}
diff --git a/data_structures/src/KeyPatterns/Hashes/README.md b/data_structures/src/KeyPatterns/Hashes/README.md
new file mode 100644
index 0000000..52cc289
--- /dev/null
+++ b/data_structures/src/KeyPatterns/Hashes/README.md
@@ -0,0 +1 @@
+# Hashmap, HashSet, HashTable