List of Machine Learning Algorithms

 

Clustering:

1. K Means
2. K Medians
3. BIRCH
4. Fuzzy C-Means
5. Fuzzy K-Modes
6. Mini Batch K-Means
7. DBSCAN
8. Fuzzy Clustering
9. Mean-Shift
10. Optics Algorithm
11. Expectation Maximization
12. Hierarchical Clustering
13. Minimum Spanning Tree

Dimensionality Reduction:

1. PCA Algorithm
2. PCR Algorithm
3. PLSR Algorithm
4. Sammon Algorithm
5. MDS Algorithm
6. Projection Pursuit
7. LDA Algorithm
8. ICA Algorithm
9. NMF Algorithm
10. RDA Algorithm
11. MDA Algorithm
12. PLSDA Algorithm
13. QDA Algorithm
14. CCA Algorithm
15. Diffusion Map

Regression:

1. Ordinary Least Squares Regression
2. Linear Regression
3. Logistics Regression
4. Stepwise Regression
5. MARS Algorithm
6. Locally Estimated Scatterplot Smoothing

Decision Tree

1. Conditional Decision Trees
2. Decision Stump
3. C4.5 and C5.0
4. CHAID
5. CART
6. ID3
7. M5

Bayesian

1. AODE
2. Naive Bayes
3. Gaussian Naive Bayes
4. Multinomial Naive Bayes
5. Bayesian Belief Network
6. Bayesian Network

Reinforcement Learning

1. Q Learning
2. SARSA Algorithm
3. Deep Q-Network
4. Learning Automata
5. DDPG Algorithm
6. NAF Algorithm
7. A3C Algorithm
8. TRPO Algorithm
9. PPO Algorithm
10. Constructing Skill Trees

ANNs:

1. Perceptron
2. MLP Algorithm
3. Back-Propagation
4. Stochastic Gradient Descent
5. Hopfield Network
6. RBFN Algorithm

ARL:

1. Apriori Algorithm
2. Eclat Algorithm
3. FP Growth Algorithm

Regularization:

1. Ridge Regression
2. Elastic NEt
3. LASSO
4. LARS

Emsemble:

1. GBDT
2. GBRT
3. Boosting
4. Bagging
5. AdaBoost
6. Random Forest
7. Blending Algorithm
8. Stacked Generalization
9. Gradient Boosting Machines

Instance Based:

1. Learning Vector Quantization
2. K Nearest Neighbor
3. Self-Organizing Map
4. Locally Weighted Learning
5. Support Vector Machines

Deep Learning

1. CNN
2. RNNs
3. LSTMs
4. Stacked Auto Encoders
5. Deep Boltzmann Machine
6. Deep Belief Networks

Rule System:

1. Cubist
2. OneR
3. ZeroR
4. Ripper

Other ML Algorithms:

1. ALOPEX
2. CN2 Algorithm
3. FastICA
4. Feature Selection Algorithm
5. Linde Buzo Gray Algorithm
6. Forward Backward Algorithm
7. Algorithm Accuracy Evaluation
8. Performance Measures
9. Optimization Algorithm
10. Dynamic Time Warping
11. Local Outlier Factor
12. Logic Learning Machine
13. Markov Chain Monte Carlo
14. T Distributed Stochastic Neighbor Embedding
15. Wake Sleep Algorithm
16. Prefrontal Cortex Basal Ganglia Working Memory.
17. LogitBoost
18. Sparse PCA
19. Structured kNN
20. WMA Algorithm
21. GeneRec
22. Leabra
23. RProp