Token Calculator
Token Calculator Enter or paste text Mode: Fast — approx (chars ÷ 4)Heuristic GPT-like (more accurate) Calculate Clear Estimated tokens 0 Copy tokens Fast mode = quick estimate. Heuristic mode = closer to actual AI model tokenization, still approximate.
Understanding Gradient Descent
Gradient Descent is one of the most important optimization methods used in machine learning and modeling. At its core, it is a systematic way for a model to improve step by step, by reducing its mistakes over time. Think of Gradient Descent like walking down a hill. This process of slowly moving down the slope—making […]
Neural Network Explained
, What is a Neural Network? Think of your brain as a giant web of tiny switches called neurons. These neurons are the reason we can see, think, and make decisions. They pass signals between each other and gradually learn from experience. Now, a neural network in a computer is designed to mimic this process. […]
Visualize the LLM
Have you seen the LLM working internally? Recently I came across this site where the enter flow of LLM can be visualized. Please check the below link https://bbycroft.net/llm Transformer-based LLM Architecture (Components) Large Language Models (LLMs) such as GPT and BERT are based on the Transformer architecture, which processes sequences of tokens using attention mechanisms […]