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📰 Dev.to · zeromathai

16 articles · Updated every 3 hours · View all reads

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Why Multi-Head Attention Needs Position, Residuals, and Normalization
Dev.to · zeromathai 1w ago
Why Multi-Head Attention Needs Position, Residuals, and Normalization
Self-Attention is powerful. But by itself, it has three problems. It needs multiple views, it needs...
What AI Really Is — From Turing Test to Deep Learning
Dev.to · zeromathai 📐 ML Fundamentals ⚡ AI Lesson 1mo ago
What AI Really Is — From Turing Test to Deep Learning
AI is not just chatbots or neural networks. It is a long-running attempt to answer one...
How RNNs Work — Remembering Previous States in Sequential Data
Dev.to · zeromathai 📐 ML Fundamentals ⚡ AI Lesson 1mo ago
How RNNs Work — Remembering Previous States in Sequential Data
A normal neural network treats each input mostly as a fixed snapshot. But many problems are not...
How Probabilistic Reasoning Works — From Evidence to Better Beliefs
Dev.to · zeromathai 1mo ago
How Probabilistic Reasoning Works — From Evidence to Better Beliefs
AI often has to decide without complete information. The question is not always “What is true?” It...
How Probabilistic Graphical Models Represent Uncertainty
Dev.to · zeromathai 1mo ago
How Probabilistic Graphical Models Represent Uncertainty
Probability can become hard to reason about when many variables interact. One variable affects...
How Neural Networks Work — From Perceptrons to Backpropagation
Dev.to · zeromathai 1mo ago
How Neural Networks Work — From Perceptrons to Backpropagation
A neural network is not magic. It is a system that transforms input into output through layers. The...
How Classical Machine Learning Works — From Linear Models to Random Forests
Dev.to · zeromathai 1mo ago
How Classical Machine Learning Works — From Linear Models to Random Forests
Classical machine learning is not outdated. It is still one of the best ways to understand how...
How Large Language Models Work — From Transformers to Conversational AI
Dev.to · zeromathai 1mo ago
How Large Language Models Work — From Transformers to Conversational AI
LLMs can look like magic from the outside. You type a prompt. The model generates language. But...
How Knowledge-Based AI Works — From Rules to Inference
Dev.to · zeromathai ⚡ AI Lesson 1mo ago
How Knowledge-Based AI Works — From Rules to Inference
Before AI learned from massive datasets, many systems worked with explicit...
How Intelligent Agents Work — From Perception to Decision and Action
Dev.to · zeromathai 1mo ago
How Intelligent Agents Work — From Perception to Decision and Action
AI is not just models. It is a system that perceives, decides, and acts. If you only think in terms...
How Game AI Makes Decisions — From Minimax to Alpha-Beta Pruning
Dev.to · zeromathai 1mo ago
How Game AI Makes Decisions — From Minimax to Alpha-Beta Pruning
Game AI is different from ordinary search. You are not just finding a path. You are making a move...
How Deep Learning Architectures Evolved — From DNNs to Transformers
Dev.to · zeromathai 1mo ago
How Deep Learning Architectures Evolved — From DNNs to Transformers
Deep learning architectures are not random model names. DNN, CNN, RNN, and Transformer each appeared...