Model Zoo

📌 Linear Models

• Linear Regression
• Ridge Regression
• Lasso Regression
• Elastic Net
• Logistic Regression
• Bayesian Linear Regression

🌳 Tree-Based Models

• Decision Tree
• Random Forest
• Extra Trees
• Gradient Boosting
• AdaBoost
• XGBoost
• LightGBM
• CatBoost

📊 Distance-Based / Clustering

• K-Nearest Neighbors (KNN)
• K-Means
• K-Medoids
• DBSCAN
• OPTICS
• Hierarchical Clustering
• Mean Shift

🎯 Support Vector & Kernel Methods

• Support Vector Machine (SVM)
• Support Vector Regression (SVR)
• Kernel Ridge Regression
• Gaussian Processes

🧬 Probabilistic Models

• Naive Bayes (Gaussian, Multinomial, Bernoulli)
• Gaussian Mixture Model (GMM)
• Hidden Markov Model (HMM)

🧠 Neural Networks (Core)

• Perceptron
• Multi-Layer Perceptron (MLP)
• Radial Basis Function Network (RBFN)

🧠 Deep Learning Architectures

• Convolutional Neural Network (CNN)
• Recurrent Neural Network (RNN)
• LSTM
• GRU
• Transformer
• Vision Transformer (ViT)
• ResNet
• DenseNet
• EfficientNet
• U-Net

🎨 Generative Models

• Generative Adversarial Network (GAN)
• Conditional GAN (cGAN)
• CycleGAN
• StyleGAN
• Variational Autoencoder (VAE)
• Diffusion Models
• Normalizing Flows

🧬 Probabilistic Graphical Models

• Bayesian Network
• Dynamic Bayesian Network
• Markov Random Field (MRF)
• Conditional Random Field (CRF)

🕸️ Graph-Based Models

• Graph Neural Network (GNN)
• Graph Convolutional Network (GCN)
• Graph Attention Network (GAT)
• GraphSAGE

🔁 Sequence / NLP Models

• Seq2Seq (Encoder–Decoder)
• Attention Models
• Transformer (BERT, GPT, T5)
• Word2Vec
• GloVe
• FastText

🎮 Reinforcement Learning

• Q-Learning
• SARSA
• Deep Q Network (DQN)
• Policy Gradient
• Actor-Critic
• PPO (Proximal Policy Optimization)
• A3C / A2C

📈 Time Series Models

• AR (AutoRegressive)
• MA (Moving Average)
• ARMA
• ARIMA
• SARIMA
• Prophet

🧩 Dimensionality Reduction

• Principal Component Analysis (PCA)
• Kernel PCA
• Singular Value Decomposition (SVD)
• t-SNE
• UMAP
• Autoencoders

🔍 Anomaly Detection

• Isolation Forest
• One-Class SVM
• Local Outlier Factor (LOF)
• Elliptic Envelope

🧠 Energy-Based Models

• Boltzmann Machine
• Restricted Boltzmann Machine (RBM)
• Deep Belief Network (DBN)

🧩 Recommender Systems

• Matrix Factorization
• Alternating Least Squares (ALS)
• Factorization Machines (FM)

🎲 Bandit Algorithms

• Multi-Armed Bandit
• UCB (Upper Confidence Bound)
• Thompson Sampling

🔄 Evolutionary Algorithms

• Genetic Algorithm
• Genetic Programming
• Neuroevolution (NEAT)

⚙️ Ensemble / Meta Models

• Bagging
• Boosting
• Stacking
• Blending

🧠 Specialized / Hybrid

• Deep Averaging Network (DAN)
• Memory Networks
• Neural Turing Machine
• Capsule Networks
• Neuro-Symbolic Models
• RuleFit