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

Recommendations
Sign up for DigitalOcean Cloud

Get FREE $200 credits, deploy your hobby projects for Free

DigitalOcean Referral Badge
Sign up for Hostinger Cloud or VPS plans and get upto 20% Discount