diff --git a/.gitignore b/.gitignore
index e49af46..c0a2b75 100644
--- a/.gitignore
+++ b/.gitignore
@@ -22,4 +22,5 @@
 npm-debug.log*
 yarn-debug.log*
 yarn-error.log*
-.eslintcache
\ No newline at end of file
+.eslintcache
+/dist
\ No newline at end of file
diff --git a/babel.config.js b/babel.config.js
deleted file mode 100644
index 75be2cd..0000000
--- a/babel.config.js
+++ /dev/null
@@ -1,5 +0,0 @@
-module.exports = {
-    presets: [
-        '@babel/preset-env'
-    ]
-};
diff --git a/dist/main.js b/dist/main.js
deleted file mode 100644
index 84503e7..0000000
--- a/dist/main.js
+++ /dev/null
@@ -1 +0,0 @@
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\ No newline at end of file
diff --git a/index.js b/index.js
deleted file mode 100644
index 9f5dd01..0000000
--- a/index.js
+++ /dev/null
@@ -1,25 +0,0 @@
-// Import similarity comparison functions from their respective modules
-import Cosine from './lib/cosine';
-import Jaro from './lib/jaro';
-import Jaccard from './lib/Jaccard';
-import DamerauLevenshtein from './lib/damerauLevenshtein';
-import HammingDistance from './lib/hammingDistance';
-import JaroWrinker from './lib/jaroWinkler';
-import Levenshtein from './lib/levenshtein';
-import SmithWaterman from './lib/smithWaterman';
-import SorensenDice from './lib/sorensenDice';
-import Trigram from './lib/trigram';
-
-// Export all the imported similarity functions for use in other modules
-export {
-  Cosine,
-  Jaccard,
-  Jaro,
-  DamerauLevenshtein,
-  HammingDistance,
-  JaroWrinker,
-  Levenshtein,
-  SmithWaterman,
-  SorensenDice,
-  Trigram,
-};
\ No newline at end of file
diff --git a/jsdoc.config.json b/jsdoc.config.json
deleted file mode 100644
index d7812b7..0000000
--- a/jsdoc.config.json
+++ /dev/null
@@ -1,14 +0,0 @@
-{
-    "source": {
-        "include": ["lib/Cosine.js", "lib/Trigram.js", "lib/smithWaterman.js","lib/Jaccard.js","lib/damerauLevenshtein.js","lib/sorensenDice.js","lib/Jaro.js","lib/hammingDistance.js","lib/Levenshtein.js","lib/jaroWinkler.js"],
-        "exclude": ["test/*"],
-        "includePattern": ".+\\.js(doc|x)?$",
-        "excludePattern": "(^|\\/|\\\\)_"
-    },
-    "opts": {
-        "recurse": true,
-        "lenient": false,
-        "private": false,
-        "destination": "./docs/"
-    }
-}
diff --git a/lib/Cosine.js b/lib/Cosine.js
deleted file mode 100644
index 2c088db..0000000
--- a/lib/Cosine.js
+++ /dev/null
@@ -1,110 +0,0 @@
-/**
- * Class representing cosine similarity calculations.
- * @class
- */
-class Cosine {
-    /**
-     * Generates a term frequency map, counting the occurrences of each word in the input string.
-     *
-     * @param {string} str - The input string to analyze.
-     * @returns {object} - A term frequency map with words as keys and their frequencies as values.
-     */
-    static termFreqMap(str) {
-        const words = str.split(' ');
-        const termFreq = {};
-        words.forEach(function(w) {
-            termFreq[w] = (termFreq[w] || 0) + 1;
-        });
-        return termFreq;
-    }
-
-    /**
-     * Adds all keys from a map to a dictionary, ensuring a consistent set of terms for vector comparison.
-     *
-     * @param {object} map - The map containing keys to add to the dictionary.
-     * @param {object} dict - The dictionary to add the keys to.
-     */
-    static addKeysToDict(map, dict) {
-        for (const key in map) {
-            dict[key] = true;
-        }
-    }
-
-    /**
-     * Converts a term frequency map into a term frequency vector, using a common dictionary for consistent order.
-     *
-     * @param {object} map - The term frequency map to convert.
-     * @param {object} dict - The dictionary of terms to use for vector alignment.
-     * @returns {array} - A term frequency vector representing the word frequencies of the input string.
-     */
-    static termFreqMapToVector(map, dict) {
-        const termFreqVector = [];
-        for (const term in dict) {
-            termFreqVector.push(map[term] || 0);
-        }
-        return termFreqVector;
-    }
-
-    /**
-     * Calculates the dot product of two vectors, representing the sum of their element-wise multiplications.
-     *
-     * @param {array} vecA - The first vector for the dot product.
-     * @param {array} vecB - The second vector for the dot product.
-     * @returns {number} - The dot product of the two vectors.
-     */
-    static vecDotProduct(vecA, vecB) {
-        let product = 0;
-        for (let i = 0; i < vecA.length; i++) {
-            product += vecA[i] * vecB[i];
-        }
-        return product;
-    }
-
-    /**
-     * Calculates the magnitude (Euclidean length) of a vector.
-     *
-     * @param {array} vec - The vector for which to calculate the magnitude.
-     * @returns {number} - The magnitude of the vector.
-     */
-    static vecMagnitude(vec) {
-        let sum = 0;
-        for (let i = 0; i < vec.length; i++) {
-            sum += vec[i] * vec[i];
-        }
-        return Math.sqrt(sum);
-    }
-
-    /**
-     * Calculates the cosine similarity between two vectors using their dot product and magnitudes.
-     *
-     * @param {array} vecA - The first vector for comparison.
-     * @param {array} vecB - The second vector for comparison.
-     * @returns {number} - The cosine similarity between the two vectors, ranging from 0.0 (no similarity) to 1.0 (perfect similarity).
-     */
-    static calculateSimilarity(vecA, vecB) {
-        return this.vecDotProduct(vecA, vecB) / (this.vecMagnitude(vecA) * this.vecMagnitude(vecB));
-    }
-
-    /**
-     * Calculates the cosine similarity between two strings based on their term frequency vectors.
-     *
-     * @param {string} strA - The first string for comparison.
-     * @param {string} strB - The second string for comparison.
-     * @returns {number} - The cosine similarity between the two strings, ranging from 0.0 (no similarity) to 1.0 (perfect similarity).
-     */
-    static similarity(strA, strB) {
-        const termFreqA = this.termFreqMap(strA);
-        const termFreqB = this.termFreqMap(strB);
-
-        const dict = {};
-        this.addKeysToDict(termFreqA, dict);
-        this.addKeysToDict(termFreqB, dict);
-
-        const termFreqVecA = this.termFreqMapToVector(termFreqA, dict);
-        const termFreqVecB = this.termFreqMapToVector(termFreqB, dict);
-
-        return this.calculateSimilarity(termFreqVecA, termFreqVecB);
-    }
-}
-
-export default Cosine;
\ No newline at end of file
diff --git a/lib/damerauLevenshtein.js b/lib/damerauLevenshtein.js
deleted file mode 100644
index a101f85..0000000
--- a/lib/damerauLevenshtein.js
+++ /dev/null
@@ -1,61 +0,0 @@
-/**
- * Class representing the Damerau-Levenshtein distance algorithm.
- * @class
- */
-class DamerauLevenshtein {
-    /**
-     * Calculates the Damerau-Levenshtein distance between two strings.
-     * This distance represents the minimum number of edit operations (insertion, deletion, substitution, transposition) needed to transform one string into another.
-     *
-     * @param {string} str1 - The first string.
-     * @param {string} str2 - The second string.
-     * @returns {number} - The Damerau-Levenshtein distance between the two strings.
-     */
-    static distance(str1, str2) {
-        const matrix = [];
-
-        // Initialize matrix (fill the first row and column with deletion/insertion costs)
-        for (let i = 0; i <= str1.length; i++) {
-            matrix[i] = [i];
-        }
-
-        for (let j = 0; j <= str2.length; j++) {
-            matrix[0][j] = j;
-        }
-
-        // Fill in the rest of the matrix using dynamic programming
-        for (let i = 1; i <= str1.length; i++) {
-            for (let j = 1; j <= str2.length; j++) {
-                const cost = str1[i - 1] === str2[j - 1] ? 0 : 1; // Substitution cost (0 if characters are the same)
-
-                matrix[i][j] = Math.min(
-                    matrix[i - 1][j] + 1, // Deletion cost (cost of deleting from str1)
-                    matrix[i][j - 1] + 1, // Insertion cost (cost of inserting into str2)
-                    matrix[i - 1][j - 1] + cost // Substitution cost (cost of replacing in str1)
-                );
-
-                if (i > 1 && j > 1 && str1[i - 1] === str2[j - 2] && str1[i - 2] === str2[j - 1]) {
-                    matrix[i][j] = Math.min(matrix[i][j], matrix[i - 2][j - 2] + cost); // Transposition cost (cost of swapping adjacent characters in str1)
-                }
-            }
-        }
-
-        return matrix[str1.length][str2.length]; // Damerau-Levenshtein distance is the value at the bottom right corner of the matrix
-    }
-
-    /**
-     * Calculates the similarity between two strings based on their Damerau-Levenshtein distance.
-     * Similarity is a value between 0.0 (completely different) and 1.0 (identical).
-     *
-     * @param {string} str1 - The first string.
-     * @param {string} str2 - The second string.
-     * @returns {number} - The similarity score between the two strings.
-     */
-    static similarity(str1, str2) {
-        const distance = DamerauLevenshtein.distance(str1, str2);
-        const maxLength = Math.max(str1.length, str2.length);
-        return 1 - distance / maxLength; // Higher distance means lower similarity (closer to 0.0)
-    }
-}
-
-export default  DamerauLevenshtein
\ No newline at end of file
diff --git a/lib/hammingDistance.js b/lib/hammingDistance.js
deleted file mode 100644
index 7b2b5a8..0000000
--- a/lib/hammingDistance.js
+++ /dev/null
@@ -1,42 +0,0 @@
-/**
- * Class representing Hamming Distance calculations.
- * @class
- */
-class HammingDistance {
-    /**
-     * Calculates the Hamming distance between two strings.
-     *
-     * @param {string} str1 - The first string for comparison.
-     * @param {string} str2 - The second string for comparison.
-     * @returns {number} - The Hamming distance between the two strings.
-     * @throws {Error} - If the strings have different lengths.
-     */
-    static calculate(str1, str2) {
-      if (str1.length !== str2.length) {
-        throw new Error('Strings must have the same length');
-      }
-  
-      let distance = 0;
-      for (let i = 0; i < str1.length; i++) {
-        if (str1[i] !== str2[i]) {
-          distance++;
-        }
-      }
-  
-      return distance;
-    }
-  
-    /**
-     * Calculates the similarity between two strings based on their Hamming distance.
-     *
-     * @param {string} str1 - The first string for comparison.
-     * @param {string} str2 - The second string for comparison.
-     * @returns {number} - The similarity between the two strings, ranging from 0.0 (no similarity) to 1.0 (perfect similarity).
-     */
-    static similarity(str1, str2) {
-      const distance = HammingDistance.calculate(str1, str2);
-      return 1 - distance / str1.length;
-    }
-  }
-  
-  export default HammingDistance;
\ No newline at end of file
diff --git a/package-lock.json b/package-lock.json
new file mode 100644
index 0000000..73c42cc
--- /dev/null
+++ b/package-lock.json
@@ -0,0 +1,7558 @@
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diff --git a/package.json b/package.json
index c9dace2..0ffbe47 100644
--- a/package.json
+++ b/package.json
@@ -2,7 +2,7 @@
   "name": "string-comparisons",
   "version": "0.0.4",
   "description": "A collection of string comparisons algorithms",
-  "main": "dist/main.js",
+  "main": "dist/index.js",
   "keywords": [
     "javascript",
     "algorithms",
@@ -22,24 +22,17 @@
   ],
   "scripts": {
     "test": "jest",
-    "build": "node ./node_modules/webpack/bin/webpack --config webpack.config.js"
+    "build": "npx tsc"
   },
   "author": "Suman Kunwar",
   "license": "MIT",
   "devDependencies": {
-    "@babel/preset-env": "^7.24.3",
-    "@babel/register": "^7.23.7",
     "jest": "^29.7.0",
-    "webpack": "^5.91.0",
-    "webpack-cli": "^5.1.4"
+    "typescript": "^5.4.3"
   },
   "jest": {
     "transform": {
       "^.+\\.jsx?$": "babel-jest"
     }
-  },
-  "dependencies": {
-    "@babel/core": "^7.24.3",
-    "babel-loader": "^9.1.3"
   }
 }
diff --git a/src/index.ts b/src/index.ts
new file mode 100644
index 0000000..11665d7
--- /dev/null
+++ b/src/index.ts
@@ -0,0 +1,10 @@
+export * from './lib/jaro';
+export * from './lib/jaccard';
+export * from './lib/damerau-levenshtein';
+export * from './lib/hamming-distance';
+export * from './lib/jaro-winkler';
+export * from './lib/levenshtein';
+export * from './lib/smith-waterman';
+export * from './lib/sorensen-dice';
+export * from './lib/trigram';
+export * from './lib/cosine';
diff --git a/src/lib/cosine.ts b/src/lib/cosine.ts
new file mode 100644
index 0000000..ed9140e
--- /dev/null
+++ b/src/lib/cosine.ts
@@ -0,0 +1,122 @@
+/**
+ * Class representing cosine similarity calculations.
+ */
+export default class Cosine {
+  /**
+   * Generates a term frequency map, counting the occurrences of each word in the input string.
+   *
+   * @param {string} str - The input string to analyze.
+   * @returns {Record<string, number>} - A term frequency map with words as keys and their frequencies as values.
+   */
+  static termFreqMap(str: string): Record<string, number> {
+    const words: string[] = str.split(" ");
+    return words.reduce<Record<string, number>>((termFreq, w) => {
+      if (termFreq[w]) {
+        termFreq[w] = termFreq[w] + 1;
+      } else {
+        termFreq[w] = 1;
+      }
+      return termFreq;
+    }, {});
+  }
+
+  /**
+   * Adds all keys from a map to a dictionary, ensuring a consistent set of terms for vector comparison.
+   *
+   * @param {Record<string, string>} map - The map containing keys to add to the dictionary.
+   * @param {Record<string, string | boolean>} dict - The dictionary to add the keys to.
+   */
+  static addKeysToDict(
+    map: Record<string, string|number>,
+    dict: Record<string, string | boolean>
+  ): void {
+    for (const key in map) {
+      dict[key] = true;
+    }
+  }
+
+  /**
+   * Converts a term frequency map into a term frequency vector, using a common dictionary for consistent order.
+   *
+   * @param {Record<string, number>} map - The term frequency map to convert.
+   * @param {Record<string, string | boolean>} dict - The dictionary of terms to use for vector alignment.
+   * @returns {number[]} - A term frequency vector representing the word frequencies of the input string.
+   */
+  static termFreqMapToVector(
+    map: Record<string, number>,
+    dict: Record<string, string | boolean>
+  ): number[] {
+    const termFreqVector: number[] = [];
+    for (const term in dict) {
+      termFreqVector.push(map[term] || 0);
+    }
+    return termFreqVector;
+  }
+
+  /**
+   * Calculates the dot product of two vectors, representing the sum of their element-wise multiplications.
+   *
+   * @param {number[]} vecA - The first vector for the dot product.
+   * @param {number[]} vecB - The second vector for the dot product.
+   * @returns {number} - The dot product of the two vectors.
+   */
+  static vecDotProduct(vecA: number[], vecB: number[]): number {
+    if (!vecA || !vecB || vecA.length !== vecB.length) {
+      return 0;
+    }
+
+    return vecA.reduce(
+      (product, valueA, index) => product + valueA * (vecB[index] ?? 0),
+      0
+    );
+  }
+
+  /**
+   * Calculates the magnitude (Euclidean length) of a vector.
+   *
+   * @param {number[]} vec - The vector for which to calculate the magnitude.
+   * @returns {number} - The magnitude of the vector.
+   */
+  static vecMagnitude(vec: number[]): number {
+    if (!vec || vec.length === 0) {
+      return 0;
+    }
+    return Math.sqrt(vec.reduce((sum, value) => sum + value * value, 0));
+  }
+
+  /**
+   * Calculates the cosine similarity between two vectors using their dot product and magnitudes.
+   *
+   * @param {number[]} vecA - The first vector for comparison.
+   * @param {number[]} vecB - The second vector for comparison.
+   * @returns {number} - The cosine similarity between the two vectors, ranging from 0.0 (no similarity) to 1.0 (perfect similarity).
+   */
+  static calculateSimilarity(vecA: number[], vecB: number[]): number {
+    return (
+      this.vecDotProduct(vecA, vecB) /
+      (this.vecMagnitude(vecA) * this.vecMagnitude(vecB))
+    );
+  }
+
+  /**
+   * Calculates the cosine similarity between two strings based on their term frequency vectors.
+   *
+   * @param {string} strA - The first string for comparison.
+   * @param {string} strB - The second string for comparison.
+   * @returns {number} - The cosine similarity between the two strings, ranging from 0.0 (no similarity) to 1.0 (perfect similarity).
+   */
+  static similarity(strA: string, strB: string): number {
+    const termFreqA: Record<string, number> = this.termFreqMap(strA);
+    const termFreqB: Record<string, number> = this.termFreqMap(strB);
+
+    const dict: Record<string, string | boolean> = {};
+    this.addKeysToDict(termFreqA, dict);
+    this.addKeysToDict(termFreqB, dict);
+
+    const termFreqVecA = this.termFreqMapToVector(termFreqA, dict);
+    const termFreqVecB = this.termFreqMapToVector(termFreqB, dict);
+
+    return this.calculateSimilarity(termFreqVecA, termFreqVecB);
+}
+
+}
diff --git a/src/lib/damerau-levenshtein.ts b/src/lib/damerau-levenshtein.ts
new file mode 100644
index 0000000..4708f15
--- /dev/null
+++ b/src/lib/damerau-levenshtein.ts
@@ -0,0 +1,101 @@
+/**
+ * Class representing cosine similarity calculations.
+ */
+export default class Cosine {
+    /**
+     * Generates a term frequency map, counting the occurrences of each word in the input string.
+     *
+     * @param {string} str - The input string to analyze.
+     * @returns {Record<string, number>} - A term frequency map with words as keys and their frequencies as values.
+     */
+    static termFreqMap(str: string): Record<string, string|number> {
+        const words: string[] = str.split(' ');
+        return words.reduce<Record<string, number>>((termFreq, w) => {
+            if (termFreq[w]) {
+                termFreq[w] = termFreq[w] + 1;
+            } else {
+                termFreq[w] = 1;
+            }
+            return termFreq;
+        }, {});
+    }
+
+    /**
+     * Adds all keys from a map to a dictionary, ensuring a consistent set of terms for vector comparison.
+     *
+     * @param {Record<string, string>} map - The map containing keys to add to the dictionary.
+     * @param {Record<string, string | boolean>} dict - The dictionary to add the keys to.
+     */
+    static addKeysToDict(map: Record<string, string|number>, dict: Record<string, string | boolean>): void {
+        for (const key in map) {
+            dict[key] = true;
+        }
+    }
+
+    /**
+     * Converts a term frequency map into a term frequency vector, using a common dictionary for consistent order.
+     *
+     * @param {Record<string, number>} map - The term frequency map to convert.
+     * @param {Record<string, string | boolean>} dict - The dictionary of terms to use for vector alignment.
+     * @returns {number[]} - A term frequency vector representing the word frequencies of the input string.
+     */
+    static termFreqMapToVector(map: Record<string, string | number>, dict: Record<string, string | boolean>): number[] {
+        return Object.keys(dict).reduce((termFreqVector, term) => {
+            termFreqVector.push(map[term] || 0);
+            return termFreqVector;
+        }, []);
+    }
+
+    /**
+     * Calculates the dot product of two vectors, representing the sum of their element-wise multiplications.
+     *
+     * @param {number[]} vecA - The first vector for the dot product.
+     * @param {number[]} vecB - The second vector for the dot product.
+     * @returns {number} - The dot product of the two vectors.
+     */
+    static vecDotProduct(vecA: number[], vecB: number[]): number {
+        return vecA.reduce((product, valueA, index) => product + valueA * (vecB[index]??0), 0);
+    }
+
+    /**
+     * Calculates the magnitude (Euclidean length) of a vector.
+     *
+     * @param {number[]} vec - The vector for which to calculate the magnitude.
+     * @returns {number} - The magnitude of the vector.
+     */
+    static vecMagnitude(vec: number[]): number {
+        return Math.sqrt(vec.reduce((sum, value) => sum + value * value, 0));
+    }
+
+    /**
+     * Calculates the cosine similarity between two vectors using their dot product and magnitudes.
+     *
+     * @param {number[]} vecA - The first vector for comparison.
+     * @param {number[]} vecB - The second vector for comparison.
+     * @returns {number} - The cosine similarity between the two vectors, ranging from 0.0 (no similarity) to 1.0 (perfect similarity).
+     */
+    static calculateSimilarity(vecA: number[], vecB: number[]): number {
+        return this.vecDotProduct(vecA, vecB) / (this.vecMagnitude(vecA) * this.vecMagnitude(vecB));
+    }
+
+    /**
+     * Calculates the cosine similarity between two strings based on their term frequency vectors.
+     *
+     * @param {string} strA - The first string for comparison.
+     * @param {string} strB - The second string for comparison.
+     * @returns {number} - The cosine similarity between the two strings, ranging from 0.0 (no similarity) to 1.0 (perfect similarity).
+     */
+    static similarity(strA: string, strB: string): number {
+        const termFreqA = this.termFreqMap(strA);
+        const termFreqB = this.termFreqMap(strB);
+
+        const dict: Record<string, string | boolean> = {};
+        this.addKeysToDict(termFreqA, dict);
+        this.addKeysToDict(termFreqB, dict);
+
+        const termFreqVecA = this.termFreqMapToVector(termFreqA, dict);
+        const termFreqVecB = this.termFreqMapToVector(termFreqB, dict);
+
+        return this.calculateSimilarity(termFreqVecA, termFreqVecB);
+    }
+}
diff --git a/src/lib/hamming-distance.ts b/src/lib/hamming-distance.ts
new file mode 100644
index 0000000..0ed73e3
--- /dev/null
+++ b/src/lib/hamming-distance.ts
@@ -0,0 +1,34 @@
+/**
+ * Class representing Hamming Distance calculations.
+ */
+export default class HammingDistance {
+  /**
+   * Calculates the Hamming distance between two strings.
+   *
+   * @param {string} str1 - The first string for comparison.
+   * @param {string} str2 - The second string for comparison.
+   * @returns {number} - The Hamming distance between the two strings.
+   * @throws {Error} - If the strings have different lengths.
+   */
+  static calculate(str1: string, str2: string): number {
+    if (str1.length !== str2.length) {
+      throw new Error("Strings must have the same length");
+    }
+
+    return str1.split("").reduce((distance, char, index) => {
+      return distance + (char !== str2[index] ? 1 : 0);
+    }, 0);
+  }
+
+  /**
+   * Calculates the similarity between two strings based on their Hamming distance.
+   *
+   * @param {string} str1 - The first string for comparison.
+   * @param {string} str2 - The second string for comparison.
+   * @returns {number} - The similarity between the two strings, ranging from 0.0 (no similarity) to 1.0 (perfect similarity).
+   */
+  static similarity(str1: string, str2: string): number {
+    const distance = HammingDistance.calculate(str1, str2);
+    return 1 - distance / str1.length;
+  }
+}
diff --git a/lib/Jaccard.js b/src/lib/jaccard.ts
similarity index 56%
rename from lib/Jaccard.js
rename to src/lib/jaccard.ts
index f5c9750..ba3eb1f 100644
--- a/lib/Jaccard.js
+++ b/src/lib/jaccard.ts
@@ -1,32 +1,28 @@
 /**
  * Class representing Jaccard similarity calculations.
- * @class
  */
-class Jaccard {
-    /**
-     * Calculates the Jaccard similarity coefficient between two sets.
-     *
-     * @param {Set<any>} s1 - The first set for comparison.
-     * @param {Set<any>} s2 - The second set for comparison.
-     * @returns {float} - The Jaccard similarity coefficient between the two sets, ranging from 0.0 (no similarity) to 1.0 (perfect similarity).
-     */
-    static similarity(s1, s2) {
+export default class Jaccard {
+  /**
+   * Calculates the Jaccard similarity coefficient between two sets.
+   *
+   * @param {Set<any>} s1 - The first set for comparison.
+   * @param {Set<any>} s2 - The second set for comparison.
+   * @returns {number} - The Jaccard similarity coefficient between the two sets, ranging from 0.0 (no similarity) to 1.0 (perfect similarity).
+   */
+  static similarity<T>(s1: Set<T>, s2: Set<T>): number {
       // Convert input arguments to Sets for efficient element handling
       const set1 = new Set(s1);
       const set2 = new Set(s2);
-  
+
       // Calculate Intersection: Elements present in both sets
       const intersection = new Set([...set1].filter(x => set2.has(x)));
-  
+
       // Calculate Union: All unique elements from both sets
       const union = new Set([...set1, ...set2]);
-  
+
       // Jaccard Similarity: Ratio of intersection size to union size
       const similarity = intersection.size / union.size;
-  
+
       return similarity;
-    }
   }
-
-  export default  Jaccard;
-  
\ No newline at end of file
+}
diff --git a/lib/jaroWinkler.js b/src/lib/jaro-winkler.ts
similarity index 67%
rename from lib/jaroWinkler.js
rename to src/lib/jaro-winkler.ts
index 94a487c..cc7f888 100644
--- a/lib/jaroWinkler.js
+++ b/src/lib/jaro-winkler.ts
@@ -1,16 +1,15 @@
 /**
  * Class representing Jaro-Winkler similarity calculations.
- * @class
  */
-class JaroWrinker {
+export default class JaroWinkler {
     /**
      * Calculates the Jaro-Winkler similarity between two strings.
      *
      * @param {string} s1 - The first string for comparison.
      * @param {string} s2 - The second string for comparison.
-     * @returns {float} - The Jaro-Winkler similarity score between s1 and s2, ranging from 0.0 (no similarity) to 1.0 (exact match).
+     * @returns {number} - The Jaro-Winkler similarity score between s1 and s2, ranging from 0.0 (no similarity) to 1.0 (exact match).
      */
-    static similarity(s1, s2) {
+    static similarity(s1: string, s2: string): number {
         let m = 0; // Number of matching characters
 
         // Exit early if either string is empty
@@ -28,19 +27,19 @@ class JaroWrinker {
         const s2Matches = new Array(s2.length).fill(false); // Keeps track of matched characters in s2
 
         // Find matching characters within a search window around each character in s1
-        for (let i = 0; i < s1.length; i++) {
-            const low = (i >= range) ? i - range : 0; // Lower bound of search window for s2
-            const high = (i + range <= s2.length) ? (i + range) : (s2.length - 1); // Upper bound of search window for s2
+        s1.split('').forEach((charS1, i) => {
+            const low = Math.max(0, i - range); // Lower bound of search window for s2
+            const high = Math.min(s2.length - 1, i + range); // Upper bound of search window for s2
 
             for (let j = low; j <= high; j++) {
-                if (!s1Matches[i] && !s2Matches[j] && s1[i] === s2[j]) { // Match found, characters not previously matched
+                if (!s1Matches[i] && !s2Matches[j] && charS1 === s2[j]) { // Match found, characters not previously matched
                     m++;
                     s1Matches[i] = true;
                     s2Matches[j] = true;
                     break;
                 }
             }
-        }
+        });
 
         // Exit early if no matches were found
         if (m === 0) {
@@ -51,21 +50,16 @@ class JaroWrinker {
         let k = 0; // Index in s2 to start searching for matches for the next character in s1
         let n_trans = 0; // Number of transpositions
 
-        for (let i = 0; i < s1.length; i++) {
+        s1.split('').forEach((charS1, i) => {
             if (s1Matches[i]) {
-                let j;
-                for (j = k; j < s2.length; j++) { // Find the corresponding match in s2
-                    if (s2Matches[j]) {
-                        k = j + 1; // Update starting index for next character in s1
-                        break;
-                    }
-                }
+                const j = s2Matches.indexOf(true, k); // Find the corresponding match in s2
+                k = j + 1; // Update starting index for next character in s1
 
-                if (s1[i] !== s2[j]) { // Characters don't match, potential transposition
+                if (charS1 !== s2[j]) { // Characters don't match, potential transposition
                     n_trans++;
                 }
             }
-        }
+        });
 
         // Calculate Jaro similarity score based on matching characters, transpositions, and string lengths
         let weight = (m / s1.length + m / s2.length + (m - (n_trans / 2)) / m) / 3;
@@ -85,5 +79,3 @@ class JaroWrinker {
         return weight;
     }
 }
-
-export default JaroWrinker;
\ No newline at end of file
diff --git a/lib/Jaro.js b/src/lib/jaro.ts
similarity index 82%
rename from lib/Jaro.js
rename to src/lib/jaro.ts
index 18a7fc3..0f8c00e 100644
--- a/lib/Jaro.js
+++ b/src/lib/jaro.ts
@@ -1,16 +1,15 @@
 /**
  * Class representing the Jaro similarity algorithm.
- * @class
  */
-class Jaro {
+export default class Jaro {
     /**
      * Calculates the Jaro similarity coefficient between two strings.
      *
      * @param {string} s1 - The first string for comparison.
      * @param {string} s2 - The second string for comparison.
-     * @returns {float} - The Jaro similarity coefficient between the two strings, ranging from 0.0 (no similarity) to 1.0 (perfect similarity).
+     * @returns {number} - The Jaro similarity coefficient between the two strings, ranging from 0.0 (no similarity) to 1.0 (perfect similarity).
      */
-    static similarity(s1, s2) {
+    static similarity(s1: string, s2: string): number {
         // Maximum distance allowed for characters to be considered a match
         const matchDistance = Math.floor(Math.max(s1.length, s2.length) / 2) - 1;
 
@@ -19,17 +18,17 @@ class Jaro {
         let transpositions = 0;
 
         // Initialize arrays to keep track of matched characters in each string
-        const s1Matches = new Array(s1.length).fill(false);
-        const s2Matches = new Array(s2.length).fill(false);
+        const s1Matches: boolean[] = new Array(s1.length).fill(false);
+        const s2Matches: boolean[] = new Array(s2.length).fill(false);
 
         // Find matching characters within a limited distance for each character in s1
-        for (let i = 0; i < s1.length; i++) {
+        s1.split('').forEach((charS1, i) => {
             const start = Math.max(0, i - matchDistance); // Define search start (avoid negative index)
             const end = Math.min(i + matchDistance + 1, s2.length); // Define search end (avoid exceeding s2 length)
 
             for (let j = start; j < end; j++) {
                 // Check if characters match and neither has been previously matched
-                if (!s2Matches[j] && s1[i] === s2[j]) {
+                if (!s2Matches[j] && charS1 === s2[j]) {
                     // Mark characters as matched in both strings
                     s1Matches[i] = true;
                     s2Matches[j] = true;
@@ -37,7 +36,7 @@ class Jaro {
                     break; // Exit inner loop after finding a match within distance
                 }
             }
-        }
+        });
 
         // If no matches were found, return 0 similarity
         if (matches === 0) return 0;
@@ -63,5 +62,3 @@ class Jaro {
         return similarity;
     }
 }
-
-export default Jaro;
\ No newline at end of file
diff --git a/lib/Levenshtein.js b/src/lib/levenshtein.ts
similarity index 82%
rename from lib/Levenshtein.js
rename to src/lib/levenshtein.ts
index 66faf30..9992e4d 100644
--- a/lib/Levenshtein.js
+++ b/src/lib/levenshtein.ts
@@ -1,8 +1,7 @@
 /**
  * Class representing Levenshtein distance calculations.
- * @class
  */
-class Levenshtein {
+export default class Levenshtein {
     /**
      * Calculates the Levenshtein distance between two strings.
      *
@@ -10,11 +9,11 @@ class Levenshtein {
      * @param {string} b - The second string for comparison.
      * @returns {number} - The Levenshtein distance, representing the minimum number of single-character edits (insertions, deletions, or substitutions) required to transform one string into the other.
      */
-    static similarity(a, b) {
-        if (a.length == 0) return b.length; // If a is empty, distance is length of b (all insertions)
-        if (b.length == 0) return a.length; // If b is empty, distance is length of a (all deletions)
+    static similarity(a: string, b: string): number {
+        if (a.length === 0) return b.length; // If a is empty, distance is length of b (all insertions)
+        if (b.length === 0) return a.length; // If b is empty, distance is length of a (all deletions)
 
-        var matrix = [];
+        const matrix: number[][] = [];
 
         // Initialize the first row (distance to transform empty string to b)
         for (let i = 0; i <= b.length; i++) {
@@ -29,7 +28,7 @@ class Levenshtein {
         // Fill in the rest of the matrix
         for (let i = 1; i <= b.length; i++) {
             for (let j = 1; j <= a.length; j++) {
-                if (b.charAt(i - 1) == a.charAt(j - 1)) {
+                if (b.charAt(i - 1) === a.charAt(j - 1)) {
                     matrix[i][j] = matrix[i - 1][j - 1]; // No edits needed if characters are the same
                 } else {
                     // Minimum edit distance considering substitution, insertion, or deletion
@@ -47,5 +46,3 @@ class Levenshtein {
         return matrix[b.length][a.length]; // Levenshtein distance at the bottom right corner
     }
 }
-
-export default Levenshtein;
\ No newline at end of file
diff --git a/lib/smithWaterman.js b/src/lib/smith-waterman.ts
similarity index 92%
rename from lib/smithWaterman.js
rename to src/lib/smith-waterman.ts
index bc7f11a..7edb07e 100644
--- a/lib/smithWaterman.js
+++ b/src/lib/smith-waterman.ts
@@ -2,7 +2,7 @@
  * Class representing the Smith-Waterman algorithm for local sequence alignment.
  * @class
  */
-class SmithWaterman {
+export default class SmithWaterman {
     /**
      * Calculates the similarity between two strings (s1 and s2) using the Smith-Waterman algorithm.
      *
@@ -13,14 +13,14 @@ class SmithWaterman {
      * @param {number} gap (optional) - The penalty for introducing gaps in the alignment (default: -1).
      * @returns {number} - The maximum score achieved during the Smith-Waterman alignment, representing the similarity between the strings.
      */
-    static similarity(s1, s2, match = 2, mismatch = -1, gap = -1) {
+    static similarity(s1: string, s2: string, match = 2, mismatch = -1, gap = -1) {
         const matrix = [];
 
         // Initialize matrix with scores for introducing gaps
         for (let i = 0; i <= s1.length; i++) {
             matrix[i] = [];
             for (let j = 0; j <= s2.length; j++) {
-                if (i === 0 || j === 0) {
+                if (i === 0 || j === 0  ) {
                     matrix[i][j] = 0; // Gap penalty for starting alignments
                 } else {
                     matrix[i][j] = 0;
@@ -54,4 +54,3 @@ class SmithWaterman {
     }
 }
 
-export default SmithWaterman;
\ No newline at end of file
diff --git a/lib/sorensenDice.js b/src/lib/sorensen-dice.ts
similarity index 88%
rename from lib/sorensenDice.js
rename to src/lib/sorensen-dice.ts
index 3a0558a..7400477 100644
--- a/lib/sorensenDice.js
+++ b/src/lib/sorensen-dice.ts
@@ -2,7 +2,7 @@
  * Class representing Sorensen-Dice similarity calculations.
  * @class
  */
-class SorensenDice {
+export default class SorensenDice {
     /**
      * Calculates the Sørensen-Dice similarity between two sets.
      *
@@ -10,7 +10,7 @@ class SorensenDice {
      * @param {string[] | Set} s2 - The second set of elements.
      * @returns {number} - The Sørensen-Dice similarity coefficient, a value between 0.0 (no similarity) and 1.0 (perfect similarity).
      */
-    static similarity(s1, s2) {
+    static similarity<T extends string>(s1: string[]|Set<T>, s2: string[]|Set<T>) {
         // Create sets for efficient element manipulation
         const set1 = new Set(s1);
         const set2 = new Set(s2);
@@ -25,4 +25,3 @@ class SorensenDice {
     }
 }
 
-export default  SorensenDice;
\ No newline at end of file
diff --git a/lib/Trigram.js b/src/lib/trigram.ts
similarity index 91%
rename from lib/Trigram.js
rename to src/lib/trigram.ts
index 5dc79eb..f8add05 100644
--- a/lib/Trigram.js
+++ b/src/lib/trigram.ts
@@ -2,14 +2,14 @@
  * Represents a Trigram algorithm for string comparison.
  * @class
  */
-class Trigram {
+export default class Trigram {
     /**
      * Generates a list of trigrams (3-character subsequences) from the given input string.
      *
      * @param {string} inputString - The input string to generate trigrams from.
      * @returns {array} - An array of trigrams extracted from the input string.
      */
-    static generateTrigrams(inputString) {
+    static generateTrigrams(inputString: string) {
         const trigrams = [];
         for (let i = 0; i < inputString.length - 2; i++) {
             trigrams.push(inputString.slice(i, i + 3));
@@ -24,7 +24,7 @@ class Trigram {
      * @param {string} string2 - The second string for comparison.
      * @returns {float} - The Jaccard similarity coefficient between the trigram sets of the two strings, ranging from 0.0 (no similarity) to 1.0 (perfect similarity).
      */
-    static similarity(string1, string2) {
+    static similarity(string1: string, string2: string) {
         const trigrams1 = this.generateTrigrams(string1);
         const trigrams2 = this.generateTrigrams(string2);
 
@@ -39,4 +39,3 @@ class Trigram {
     }
 }
 
-export default Trigram;
diff --git a/tsconfig.json b/tsconfig.json
new file mode 100644
index 0000000..7f3c6b9
--- /dev/null
+++ b/tsconfig.json
@@ -0,0 +1,27 @@
+{
+  "compilerOptions": {
+    /* Visit https://aka.ms/tsconfig to read more about this file */
+    /* Language and Environment */
+    "target": "ESNext",                                  /* Set the JavaScript language version for emitted JavaScript and include compatible library declarations. */
+    /* Modules */
+    "module": "commonjs",                                /* Specify what module code is generated. */
+    "esModuleInterop": true,                             /* Emit additional JavaScript to ease support for importing CommonJS modules. This enables 'allowSyntheticDefaultImports' for type compatibility. */
+    "forceConsistentCasingInFileNames": true,            /* Ensure that casing is correct in imports. */
+    /* Type Checking */
+    "strict": true,                                      /* Enable all strict type-checking options. */
+    "noImplicitAny": true,                            /* Enable error reporting for expressions and declarations with an implied 'any' type. */
+    "strictNullChecks": true,                         /* When type checking, take into account 'null' and 'undefined'. */
+    "strictFunctionTypes": true,                      /* When assigning functions, check to ensure parameters and the return values are subtype-compatible. */
+    "alwaysStrict": true,                             /* Ensure 'use strict' is always emitted. */
+    "noUnusedLocals": true,                           /* Enable error reporting when local variables aren't read. */
+    "noUnusedParameters": true,                       /* Raise an error when a function parameter isn't read. */
+    "noImplicitReturns": true,                        /* Enable error reporting for codepaths that do not explicitly return in a function. */
+    "noFallthroughCasesInSwitch": true,               /* Enable error reporting for fallthrough cases in switch statements. */
+    "noUncheckedIndexedAccess": true,                 /* Add 'undefined' to a type when accessed using an index. */
+    "noImplicitOverride": true,                       /* Ensure overriding members in derived classes are marked with an override modifier. */
+    "noPropertyAccessFromIndexSignature": true,       /* Enforces using indexed accessors for keys declared using an indexed type. */
+    "skipLibCheck": true,
+    "outDir": "./dist"                                
+  },
+  "include": ["src/**/*"]
+}
diff --git a/webpack.config.js b/webpack.config.js
deleted file mode 100644
index 4640c5b..0000000
--- a/webpack.config.js
+++ /dev/null
@@ -1,33 +0,0 @@
-const path = require('path');
-const webpack = require('webpack');
-
-module.exports = {
-  entry: './index.js',
-  mode: 'production',
-  output: {
-    filename: '[name].js',
-    path: path.resolve(__dirname, 'dist'),
-    libraryTarget: 'umd',  // Generate UMD bundle
-    globalObject: 'this', // This line ensures `this` is used as the global object
-  },
-  module: {
-    rules: [
-      {
-        test: /\.js$/,
-        exclude: /node_modules/,
-        use: {
-          loader: 'babel-loader',
-          options: {
-            presets: ['@babel/preset-env'],
-          },
-        },
-      },
-    ],
-  },
-  plugins: [
-    new webpack.DefinePlugin({
-      // Define 'self' as 'global' for non-browser environments
-      'self': 'global',
-    }),
-  ],
-};
diff --git a/yarn.lock b/yarn.lock
deleted file mode 100644
index d75b292..0000000
--- a/yarn.lock
+++ /dev/null
@@ -1,3646 +0,0 @@
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-# yarn lockfile v1
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