Machine Learning Life cycle
The machine learning life cycle is the end-to-end process of developing, deploying, and maintaining the ML model. ( Machine Learning model)
AI
Artificial Intelligence
Introduction to Machine Learning
Introduction to Machine Learning Machine Learning (ML) is a branch of Artificial Intelligence (AI) that enables computers to learn from data and make decisions without being explicitly programmed. Instead of following fixed instructions, ML algorithms identify patterns in data and use them to make predictions or take actions. Machine Learning is used in various applications, […]
Multilayer Neural Networks
Multi-layer Neural Networks A multi-layer neural network (MLP) is a type of artificial neural network that consists of multiple layers of nodes (also called neurons). It is a key concept in machine learning and deep learning, used to model complex patterns and solve tasks such as classification, regression, and pattern recognition. Here’s a breakdown of […]
LLM as a Mathematical Function
LLM as a Mathematical Function In this tutorial, we will understand a Large Language Model (LLM) as a mathematical function, let’s break it down step by step. A mathematical function is a process that takes an input and applies a set of rules or operations to give an output. You can think of it as a […]
Basics of Neural Networks
Basics of Neural Networks Neural networks are a type of Artificial Intelligence (AI) that uses artificial neurons to learn and adapt. They are the foundation of many popular AI algorithms, such as ChatGPT, DeepSeek, and Stable Diffusion. A neural network is a type of Machine Learning model inspired by the structure and functioning of the […]
ML Model Drift
ML Model Drift Model drift, also known as Model decay is changes in the performance or behavior of a machine learning( ML ) model over time due to changes in the underlying data distribution or relationships between inputs and outputs. It can result in degraded performance and incorrect predictions if not addressed effectively. Types of […]