Machine Learning From Scratch

  • Understanding Docstrings in Python: Your Guide to Effective Documentation

    Understanding Docstrings in Python: Your Guide to Effective Documentation

    Introduction: In Python programming, clear and concise documentation is essential for understanding code functionality, usage, and purpose. Docstrings, Python’s built-in documentation feature, serve as invaluable tools for documenting modules, classes, functions, and methods. In this tutorial, we’ll delve into the world of docstrings, exploring their types, usage, and best practices. What are Docstrings? Docstrings are… Read more

  • Word Patterns | Interview Question at Mastercard

    Word Patterns | Interview Question at Mastercard

    Introduction: In the world of string manipulation, unraveling patterns and matching sequences play a pivotal role in various applications. In this tutorial, we’ll embark on a journey to decode word patterns, where we’ll determine if two strings follow the same pattern. Through the lens of Java programming, we’ll explore an efficient approach to tackle this… Read more

  • Level Order Traversal Technique for Binary Trees

    Level Order Traversal Technique for Binary Trees

    Introduction: In binary trees, exploring their structure and nodes in a systematic manner is crucial for various operations and analyses. One such traversal method is the level order traversal, which traverses the tree level by level, starting from the root node. Through this tutorial, we’ll delve into the intricacies of level order traversal and learn… Read more

  • Minimum Steps to Reduce a Number to 1 Using Dynamic Programming

    Minimum Steps to Reduce a Number to 1 Using Dynamic Programming

    Problem Statement: Given a positive integer ‘N’, our objective is to compute and return the minimum number of steps needed to reduce ‘N’ to 1. We have three permissible operations: Understanding the Approach: To efficiently solve this problem, we’ll employ dynamic programming to compute the minimum steps needed for each integer from 1 to ‘N’.… Read more

  • Maximum Subarray Sum Challenge with Kadane’s Algorithm

    Maximum Subarray Sum Challenge with Kadane’s Algorithm

    Introduction: In the realm of algorithmic problem-solving, the quest for the maximum sum of any contiguous subarray within a given array is a classic challenge. In this tutorial, we’ll embark on a journey to conquer this challenge using Kadane’s algorithm, a powerful tool that operates with a time complexity of O(N). Problem Statement: Given an… Read more

  • Finding the Longest Palindromic Subsequence

    Finding the Longest Palindromic Subsequence

    Introduction: Dynamic Programming (DP) is a powerful algorithmic technique used to solve a variety of optimization problems. One classic problem where DP shines is in finding the longest palindromic subsequence in a given string. In this tutorial, we’ll delve into the intricacies of this problem and learn how to tackle it using DP. Problem Statement:… Read more