Machine learning models often face the challenge of generating sequences, such as sentences, code, or even music. Selecting the best possible sequence from many candidates is a complex task. Beam search is a powerful algorithm that helps models find high-quality sequences efficiently. This post explains what beam search is, how it works, and where it is used in machine learning. What Is Beam Search? Beam search is a heuristic search algorithm used to explore possible sequence

The perceptron is one of the simplest yet most important concepts in machine learning. It laid the foundation for modern neural networks and deep learning, which power many technologies we use today. Understanding the perceptron helps machine learning enthusiasts grasp how computers can learn from data and make decisions. This post explains what a perceptron is, how it works, and why it remains relevant. What Is a Perceptron? A perceptron is a type of artificial neuron, inspi