Machine Learning 
Supervised Learning
Overfitting in Machine Learning: Causes, Signs & Fixes
What is overfitting in machine learning? Learn why it happens, how to spot it, and 8 proven ways to fix it, with simple examples and clear visuals.
Machine learning is how computers learn from data instead of fixed rules. At Cotrax AI, we explain ML algorithms, models, training methods and Python tools in plain English, with real-world examples for beginners and curious readers.
What is overfitting in machine learning? Learn why it happens, how to spot it, and 8 proven ways to fix it, with simple examples and clear visuals.
Learn the 9 main deep learning models, from CNNs and LSTMs to transformers, GANs and diffusion models, with simple examples and when to use each one.
What is MLOps? Learn how it takes ML models from notebook to production, plus the MLOps lifecycle, pipeline stages, maturity levels and best practices.
What is an MLP in machine learning? Learn how the multilayer perceptron works, how it differs from a perceptron, when to use it, and how to build one.
Learn the 9 most used supervised learning algorithms, from linear regression and decision trees to SVM and XGBoost, with examples and when to use each.
Deep reinforcement learning explained simply: how agents learn from rewards, how Deep Q-Learning works, real examples, key algorithms and how to start.
Explore 10 types of neural networks, from perceptrons and CNNs to LSTMs, transformers and GNNs. Learn how each works, real examples and when to use it.
Generative AI creates new text, images, video and code from simple prompts. Cotrax AI explains how these models work, compares the leading tools and shows practical ways to use generative AI at work and in everyday life.
AI agents are systems that can plan, use tools and complete multi-step tasks on their own. Cotrax AI explains how AI agents work, which frameworks to use and how businesses are putting them to work today.
Natural language processing (NLP) helps computers read, understand and respond to human language. Cotrax AI explains the key ideas behind NLP and how it powers chatbots, translation, voice assistants and more.
Computer vision gives machines the ability to see and understand images and video. Cotrax AI explains the core ideas in plain English and shows how computer vision powers face unlock, medical scans, self-driving cars and more.