Machine Learning Workshop -- A Full-Stack Perspective

Frank Xia, May 2018

Table of Content

• Machine Learning in Real World

  • Machine Learning Demystify
  • Sample ML-Related Roles in the Wild

• Warm-up (what you should know already)

  • Supervised Learning
  • Unsupervised Learning
  • Reinforcement Learning
  • Neural Networks
  • Technology Stack

• Learn Something New

  • Supervised Learning -- Revisited
  • Long-term Forecasting in Machine Learning World
  • Hyperparameter Tuning
  • Proper Backtesting

• Machine Learning Sample Interview Questions

• Machine Learning References