Machine Learning Algorithms

Machine Learning

ML Types

1] Supervised ML

2] Unsupervised ML

3] Reinforcement ML

List of Machine Learning Algorithm

a] Regression Algorithm

1. Linear Regression
2. Polynomial Regression
3. Poisson Regression
4. Ordinary Least Squares (OLS) Regression
5. Ordinal Regression/Ranking Learning
6. Support Vector Regression
7. Gradient Descent Regression
8. Stepwise Regression
9. Ridge Regression (L2)
10. Elastic Net Regression
11. Bayesian Linear Regression
12. Least-Angled Regression (LARS)
13. Neural Network Regression
14. Locally Estimated Scatterplot Smoothing (LOESS)
15. Multivariate Adaptive Regression Splines (MARS)
16. Locally Weighted Regression (LWL)
17. Quantile Regression
18. Principal Component Regression (PCR)
19. Partial Least Squares Regression
20. Lasso Regression (Least absoulute selection and shrinkage
    operator)

b] Classification Algorithm

1. Decision Tree
2. Decision Stump
3. Naive Bayes
4. Gaussian Naive Bayes
5. Bernoulli Naive Bayes
6. Multinomial Naive Byes
7. K Nearest Neighbours(KNN)
8. Support Vector Machine(SVM)
9. Linear Support Vector Classifier(SVC)
10. NuSVC
11. Stochastic Gradient Decent [SGD]Classifier
12. Bayesian Network
13. Logistic Regression
14. Zero Rule(ZeroR)
15. One Rule [OneR]
16. Linear Discriminant Analysis [LDA]
17. Quadratic Discriminant Analysis [QDA]
18. Fisher’s Linear Discriminant

c] Clustering Algorithm

1. K-Means Clustring
2. K- Median Clustring
3. Mean Shift Clustring
4. K-Modes Clustring
5. Fuzzy K-Modes
6. Fuzzy C-Modes
7. Mini batch K-Means Clustring
8. Hierarchical Clustring
9. Expectation Maximization
10. DBSCAN
11. Minimum Spanning Trees
12. Quality Threashold
13. Gaussian Mixture Model(GMM)
14. Spectral Clustering

d] Neural Network

1. Perceptron
2. Multilayer Perceptron(MLP)
3. Recurrent Neural Network(RNN)
4. Convolution Neural Network(CNN)
5. Deep Belief Network(DBN)
6. Hopfield Networks
7. Learning Vector Quantization(LVQ)
8. Stacked Autoencoder
9. Boltzmann Machine
10. Restricted Boltzmann Machine(RBM)
11. Generative Adversarial Network(GANs)