Machine Learning Catalogue
Meta Model

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Algorithms

Use Cases

Supporting Techniques

Attention
Cross-validation
Data Normalization
Bagging
Binary Decomposition
Boosting
Data Balancing
Dimensionality Reduction
Elastic Net
Ensemble Learning
Evolutionary Selection
Expectation Maximization
Factor Analysis
Feature Selection
Hyperparameter Tuning
LASSO
Latent Semantic Indexing
Multidimensional Scaling
Principal Component Analysis
Probabilistic Latent Semantic Indexing
Projection Pursuit
Prompt Engineering
Quantization
Ridge regression
Stacking
t-SNE
Tokenization
Voting

Data Types

Binary Vector
Embedding
Graph
Image
Nominal Variable
Ordinal Variable
Probability
Quantitative Variables
Sequences
Sound
Speech
Text
Time Series
Vector of Categorical Variables
Vector of Quantitative Variables
Video

Learning Styles

Active Learning
Adversarial Learning
Distillation
Few-Shot Learning
Finetuning
Lazy Learning
Online Learning
Reinforcement Learning
Self-supervised Learning
Semi-supervised Learning
Supervised Learning
Transfer Learning
Unsupervised Learning

Miscellaneous

Adversarial Attack
Artificial General Intelligence
AI Agents
Alignment
Backpropagation
Behavioural modelling
Benchmark
Classification
Clustering
Data Leakage
Data Poisoning
Model and Data Drift
Evaluation Criteria
Feature Discovery
Function
Guardrails
Human-level Performance
Markov Decision Process
Multimodality
Non-parametric Algorithm
Overfitting
Parametric Algorithm
Prediction Probability
Probability
Retrieval Augmented Generation
Reasoning
Regression
Rule

Translation

Use case

Translation refers to the conversion of text or speech from one language to another by AI systems.

Related terms

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