Computer Science Mojo

~ David's Notes on coding, software and computer science




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Machine Learning Basics

Category: Machine Learning     Tag: Machine Learning   Algorithm  
By: David     On: Sun 04 March 2018      Pageviews: 0

Some Machine Learning Basics

Algorithms

  • Supervised Learning (for predictions)
    • Classification
      • Kernel Methods and SVM
      • Nearest Neighbor classification
      • multi-class classification
      • neural networks: DNN, CNN, RNN, and LSTM
      • Decision Trees
        • Random Forests
        • Boosting
    • Regression
      • Linear Regression
      • Perceptron
      • Logistic regression
  • Unsupervised learning (for discovering patterns)
    • Clustering
      • K means
      • GMM mixture models
      • EM
    • Generative models
      • Naive Bayes
      • Density Estimation
      • Hidden Markov models
  • Reinforcement Learning
    • recommender systems