Machine Learning MOC.md

title	Machine Learning MOC
aliases	ML MOC AI MOC
tags	moc ml ai machine-learning
type	moc
created	2025-11-28
status	complete

Machine Learning MOC

Machine learning, deep learning, and artificial intelligence concepts.

Foundations

• [[ML Fundamentals]]
• [[Feature Engineering]]
• [[Model Evaluation]]
• [[Bias-Variance Tradeoff]]
• [[Cross-Validation]]

Learning Paradigms

Supervised Learning

• [[Linear Regression]]
• [[Logistic Regression]]
• [[Decision Trees]]
• [[Random Forests]]
• [[Support Vector Machines]]
• [[Gradient Boosting]]

Unsupervised Learning

• [[Clustering]]
• [[Dimensionality Reduction]]
• [[Anomaly Detection]]
• [[Association Rules]]

Reinforcement Learning

• [[RL Fundamentals]]
• [[Q-Learning]]
• [[Policy Gradients]]
• [[Actor-Critic Methods]]

Deep Learning

Architectures

• [[Neural Network Basics]]
• [[Convolutional Neural Networks]]
• [[Recurrent Neural Networks]]
• [[Transformers]]
• [[Autoencoders]]
• [[GANs]]

Training

• [[Backpropagation]]
• [[Optimizers]]
• [[Regularization]]
• [[Batch Normalization]]
• [[Transfer Learning]]

LLMs & Agents

• [[LLMs & Transformers]]
• [[LLM Internals]]
• [[RAG]]
• [[Grounding]]
• [[Prompt Engineering]]
• [[Agent Frameworks]]
• [[MCP Servers]]
• [[MCP Gateway]]
• [[Agent Gateway]]
• [[A2A Protocol]]

Applications

NLP

• [[Text Preprocessing]]
• [[Word Embeddings]]
• [[Sequence Models]]
• [[Attention Mechanisms]]

Computer Vision

• [[Image Classification]]
• [[Object Detection]]
• [[Semantic Segmentation]]
• [[Image Generation]]

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All ML Pages

TABLE status, difficulty as "Level", join(tags, ", ") as "Tags"
FROM #ml OR #ai
WHERE type != "moc"
SORT file.name ASC

Prerequisites

LIST
FROM #ml-prerequisite