Introduction to Machine Learning

• Logistic Regression
  • Book Club
  • The Model
  • Validation
• Naive Bayes
  • Bayesian Classification
  • Bernoulli Naive Bayes
  • Multinomial Naive Bayes
  • When to Use Naive Bayes
• A First Look on Deep Learning
  • Network Architecture
  • Compilation
  • Data Preparation
  • Fitting
  • Prediction Error
• A Short Introduction to AI
  • Symbolic AI
  • Expert Systems
  • Deep Learning: AI Hype?
  • Machine Learning
  • Deep Learning
  • The Promise
  • Neural Network Structures
  • Prediction v.s. Decision
• Current Status of Deep Learning
  • Achievements
  • Hardware
  • Investment
  • Cases