diff --git a/DIRECTORY.md b/DIRECTORY.md
index cafd1eee9e30..f4e3bf188be5 100644
--- a/DIRECTORY.md
+++ b/DIRECTORY.md
@@ -522,6 +522,7 @@
 
 ## [Fractals](fractals)
   * [Barnsley Fern](fractals/barnsley_fern.py)
+  * [Hilbert Curve](fractals/hilbert_curve.py)
   * [Julia Sets](fractals/julia_sets.py)
   * [Koch Snowflake](fractals/koch_snowflake.py)
   * [Mandelbrot](fractals/mandelbrot.py)
@@ -699,7 +700,7 @@
   * [Gradient Descent](machine_learning/gradient_descent.py)
   * [K Means Clust](machine_learning/k_means_clust.py)
   * [K Medoids](machine_learning/k_medoids.py)
-  * [K Nearest Neighbours](machine_learning/k_nearest_neighbours.py)
+  * [K Nearest Neighbors](machine_learning/k_nearest_neighbors.py)
   * [Linear Discriminant Analysis](machine_learning/linear_discriminant_analysis.py)
   * [Linear Regression](machine_learning/linear_regression.py)
   * [Linear Regression Vectorized](machine_learning/linear_regression_vectorized.py)
@@ -710,9 +711,11 @@
   * Lstm
     * [Lstm Prediction](machine_learning/lstm/lstm_prediction.py)
   * [Mfcc](machine_learning/mfcc.py)
+  * [Mini Batch Gradient Descent](machine_learning/mini_batch_gradient_descent.py)
   * [Multilayer Perceptron Classifier](machine_learning/multilayer_perceptron_classifier.py)
   * [Polynomial Regression](machine_learning/polynomial_regression.py)
   * [Principle Component Analysis](machine_learning/principle_component_analysis.py)
+  * [Q Learning](machine_learning/q_learning.py)
   * [Random Forest Classifier](machine_learning/random_forest_classifier.py)
   * [Random Forest Regressor](machine_learning/random_forest_regressor.py)
   * [Scoring Functions](machine_learning/scoring_functions.py)
@@ -742,6 +745,7 @@
   * [Binary Multiplication](maths/binary_multiplication.py)
   * [Binomial Coefficient](maths/binomial_coefficient.py)
   * [Binomial Distribution](maths/binomial_distribution.py)
+  * [Binomial Expansion](maths/binomial_expansion.py)
   * [Ceil](maths/ceil.py)
   * [Chebyshev Distance](maths/chebyshev_distance.py)
   * [Check Polygon](maths/check_polygon.py)
@@ -784,6 +788,7 @@
   * [Interquartile Range](maths/interquartile_range.py)
   * [Is Int Palindrome](maths/is_int_palindrome.py)
   * [Is Ip V4 Address Valid](maths/is_ip_v4_address_valid.py)
+  * [Is Ipv6 Address Valid](maths/is_ipv6_address_valid.py)
   * [Is Square Free](maths/is_square_free.py)
   * [Jaccard Similarity](maths/jaccard_similarity.py)
   * [Joint Probability Distribution](maths/joint_probability_distribution.py)
@@ -882,6 +887,7 @@
     * [Bell Numbers](maths/special_numbers/bell_numbers.py)
     * [Carmichael Number](maths/special_numbers/carmichael_number.py)
     * [Catalan Number](maths/special_numbers/catalan_number.py)
+    * [Disarum Number](maths/special_numbers/disarum_number.py)
     * [Hamming Numbers](maths/special_numbers/hamming_numbers.py)
     * [Happy Number](maths/special_numbers/happy_number.py)
     * [Harshad Numbers](maths/special_numbers/harshad_numbers.py)
diff --git a/maths/special_numbers/disarum_number.py b/maths/special_numbers/disarum_number.py
new file mode 100644
index 000000000000..4f7389ef2274
--- /dev/null
+++ b/maths/special_numbers/disarum_number.py
@@ -0,0 +1,53 @@
+"""
+A number n is said to be a Disarium number if the sum of its digits raised to
+their respective positions equals the number itself.
+
+Examples of Disarium Numbers: 1, 2, 3, 4, 5, 6, 7, 8, 9, 89, 135, 175, 518, 598, ...
+
+https://rosettacode.org/wiki/Disarium_numbers
+"""
+
+
+def is_disarium_number(number: int) -> bool:
+    """
+    This function takes an integer number as input.
+    Returns True if the number is a Disarium number.
+
+    >>> is_disarium_number(-1)
+    False
+    >>> is_disarium_number(0)
+    False
+    >>> is_disarium_number(1)
+    True
+    >>> is_disarium_number(89)
+    True
+    >>> is_disarium_number(135)
+    True
+    >>> is_disarium_number(175)
+    True
+    >>> is_disarium_number(518)
+    True
+    >>> is_disarium_number(598)
+    True
+    >>> is_disarium_number(123)
+    False
+    >>> is_disarium_number(89.0)
+    Traceback (most recent call last):
+        ...
+    TypeError: Input value of [number=89.0] must be an integer
+    """
+    if not isinstance(number, int):
+        msg = f"Input value of [number={number}] must be an integer"
+        raise TypeError(msg)
+    if number < 1:
+        return False
+
+    digits = str(number)
+    total = sum(int(digit) ** (idx + 1) for idx, digit in enumerate(digits))
+    return total == number
+
+
+if __name__ == "__main__":
+    import doctest
+
+    doctest.testmod()