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Deep learning:
More than a Fad
Rachel Thomas
rachel@fast.ai
@math_rachel
Are AI, ML, and Deep Learning synonyms?
Artificial
Intelligence
Deep
Learning
Machine
Learning
deep learning == many layer neural networks
No! Deep learning is a class of algorithms
Venn Diagram modified from
deeplearningbook.org
What can deep learning do?
Slides 3 and 4 inspired by Jeremy Howard
Deep Learning is good at
reading and generating text
identifying and creating images
recognizing and interpreting speech
For more on this topic, watch The Wonderful and
Terrifying Implications of Computers that can Learn
An image is just a matrix of numbers
GIF from Adam Geitgey
8
How can you get started?
TensorFlow- (Python library from Google)
Tutorial for ML beginners
Learn linear algebra (vectors & matrices): Khan Academy
Get these slides/links: @math_rachel

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Deep Learning: More than a Fad

  • 1. Deep learning: More than a Fad Rachel Thomas rachel@fast.ai @math_rachel
  • 2. Are AI, ML, and Deep Learning synonyms? Artificial Intelligence Deep Learning Machine Learning deep learning == many layer neural networks No! Deep learning is a class of algorithms Venn Diagram modified from deeplearningbook.org
  • 3. What can deep learning do? Slides 3 and 4 inspired by Jeremy Howard
  • 4.
  • 5. Deep Learning is good at reading and generating text identifying and creating images recognizing and interpreting speech For more on this topic, watch The Wonderful and Terrifying Implications of Computers that can Learn
  • 6. An image is just a matrix of numbers GIF from Adam Geitgey 8
  • 7. How can you get started? TensorFlow- (Python library from Google) Tutorial for ML beginners Learn linear algebra (vectors & matrices): Khan Academy Get these slides/links: @math_rachel

Editor's Notes

  1. Links: Baidu’s Deep Speech 2 Gmail Smart Reply NeuralStyle