Understanding the Role of Activation Functions in Artificial Neural Networks (ANN)

In this article on Understanding the Role of Activation Functions in Artificial Neural Networks (ANN), I will describe several activation functions. Role of Activation Functions in Artificial Neural Networks Activation functions are crucial in artificial neural networks (ANNs). Because networks get non-linearity due to activation functions. In fact, without activation functions, ANNs would be nothing more than linear regression models, […]

What is Huffman Coding Algorithm?

In this article, I will explain What is Huffman Coding Algorithm. Huffman coding algorithm is a lossless data compression algorithm that works by assigning variable-length codes to characters in a message. The codes are assigned in such a way that the most frequently occurring characters in the message are assigned the shortest codes, and the least frequently occurring characters are […]

How to Perform Perfect Hashing?

In this article, I will explain How to Perform Perfect Hashing. What is Perfect Hashing? Perfect hashing is a technique for creating a hash table with no collisions, meaning that each key is uniquely mapped to a single slot in the table. The following steps show how to perform perfect hashing. Performing Perfect Hashing Choose a hash function: A hash […]

How to Perform Universal Hashing?

In this article, I will explain How to Perform Universal Hashing. What is Universal Hashing? Universal hashing is a technique used in computer science and cryptography to design and implement hash functions that minimize the likelihood of collisions (i.e., when two different inputs produce the same hash value) while still maintaining good average-case performance. Universal hashing is particularly important in […]