Data Augmentation for Imbalanced Data: SMOTE and NearMiss in Python

Additional tips for SEO: In machine learning and data science, we often encounter a problem called data distribution imbalance, which usually occurs when one class has much higher or lower observations than the others. Since machine learning algorithms tend to improve accuracy by reducing errors, they don’t take into account the distribution of classes. This problem is…

Special Stack Data Structures: Design and Implementation for Space Optimization

Title: Design a data structure SpecialStack that supports all stack operations, such as push(), pop(), isEmpty(), isFull() and additional operations getMin(), which should return the smallest element in the SpecialStack. All of these operations of the SpecialStack must be O(1). To implement SpecialStack, you should only use standard stack data structures, and not other data structures such as arrays,…

The secret to finding the mysterious number N greater than Y and summing N + Y equals X

Given two integers X and Y, find the smallest number X with the sum of the numbers, which is strictly greater than Y. Example: Input: X = 18, Y = 99Output: 189 Description: 189 is the smallest number greater than 99, and the sum of digits = 18.Input: X = 12, Y = 72Output: 75Description:…

String Reconstruction Algorithm: Efficiently Generate Strings from K-mers

Given a string of size N and an integer K, the task is to generate a string whose substrings of size K can be concatenated into a given string. Example: Input: str=”abbaaa” K=2Output: abaaDescription:All child strings of the parent string “abaa” of size 2 are “ab”, “ba” and “aa”. Once all of these substrings are concatenated, you can…

Discover the Power of Writing N as the Sum of Two or More Positive Integers

For a given n> 0, find different ways to write n to the sum of two or more positive integers. Example: This problem can be solved by the coin change problem, except that in this case, we should iterate 1 to n-1 instead of repeating a specific coin value like the coin change problem. C/C++…

Efficient Palindrome Check in Python (O(1) Space) – Real Python

Given a string str. The string may contain lowercase letters, special characters, numbers or even spaces. The task is to check if only the letters present in the string form a palindrome combination, without using any extra spaces. Note: No extra space is allowed to resolve this issue. In addition, the letters present in the string are all lowercase, and the…

C# Remove Multiple Elements from ArrayList – Efficient Methods

An array list represents an ordered collection of objects that can be indexed individually. It’s basically an alternative to arrays. It also allows to dynamically allocate memory, add, search and sort items in the list. ArrayList. The RemoveRange(Int32, Int32) method is used to remove a series of elements from the ArrayList. Properties of the ArrayList class: The…

Logitech Mouse Double Clicking? Easy Workaround with Step-by-Step Tutorial

If you are also facing the Logitech mouse double-click issue, then you have come to the right place. Logitech accessories and peripherals such as keyboards, mice, speakers, and more are known for being cost-effective in the best quality. Logitech products are well-designed, come with high-quality hardware and software, and come at an affordable price. Unfortunately, the device does experience…

Windows 10 Error 651: Quick Fix & Workaround

In Windows, error codes are broad and widespread, and they can appear in different parts of the system at the same time. In addition, the information for each code is not specific and requires extensive analysis and investigation. Internet connection errors are one of the most common problems encountered by Windows users, and here, we…