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Introdcution to Machine Learning and its types.
Introdcution to Machine Learning and its types.
Introdcution to Machine Learning and its types.
ML
Introdcution to Machine Learning and its types.
Introdcution to Machine Learning and its types.
Introdcution to Machine Learning and its types.
Introdcution to Machine Learning and its types.
cat
“Traditional” machine learning:
handcrafted
features
learned
classifier
cat
Deep, “end-to-end” learning:
learned
high-level
features
learned
mid-level
features
learned
low-level
features
learned
classifier
Limitation
Introdcution to Machine Learning and its types.
Introdcution to Machine Learning and its types.
Introdcution to Machine Learning and its types.
From: Wang & Raj: On the Origin of Deep Learning (2017)
Main types of machine
learning
Main types of machine learning
• Supervised learning
• Unsupervised learning
• Self-supervised learning
• Reinforcement learning
cat
dog
Main types of machine learning
• Supervised learning
• Unsupervised learning
• Self-supervised learning
• Reinforcement learning
Main types of machine learning
• Supervised learning
• Unsupervised learning
• Self-supervised
learning
• Reinforcement learning
Image from https://arxiv.org/abs/1710.10196
Main types of machine learning
• Supervised learning
• Unsupervised learning
• Self-supervised learning
• Reinforcement
learning
Animation from https://yanpanlau.github.io/2016/07/10/FlappyBird-Keras.html

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Introdcution to Machine Learning and its types.

  • 4. ML
  • 9. cat “Traditional” machine learning: handcrafted features learned classifier cat Deep, “end-to-end” learning: learned high-level features learned mid-level features learned low-level features learned classifier
  • 14. From: Wang & Raj: On the Origin of Deep Learning (2017)
  • 15. Main types of machine learning
  • 16. Main types of machine learning • Supervised learning • Unsupervised learning • Self-supervised learning • Reinforcement learning cat dog
  • 17. Main types of machine learning • Supervised learning • Unsupervised learning • Self-supervised learning • Reinforcement learning
  • 18. Main types of machine learning • Supervised learning • Unsupervised learning • Self-supervised learning • Reinforcement learning Image from https://arxiv.org/abs/1710.10196
  • 19. Main types of machine learning • Supervised learning • Unsupervised learning • Self-supervised learning • Reinforcement learning Animation from https://yanpanlau.github.io/2016/07/10/FlappyBird-Keras.html