IPM-Tehran-Iran

IPM Data Science Summer School

IPM Data Science Summer School

Machine Learning for Data Science

  • Fundamentals of Machine Learning
    o Main Concepts
    o Evaluation Metrics
  • ¬†Supervised Learning and Classification
    o K-Nearest Neighbors (KNN)
    o Decision Tree
    o Support Vector Machine (SVM)
    o Neural Networks and Deep Learning
    o Short Quiz
  • Unsupervised Learning and Clustering
    o K-Means
    o Expectation-Maximization (EM)
    o Self-Organizing Map (SOM)
    o Short Quiz
  • Feature Extraction/Selection
    o Principal Component Analysis (PCA)
  • Programming Assignment in Python