Deep Learning: More than a Fad

Deep learning: More than a Fad

Rachel [email protected]@math_rachel

mailto:[email protected]

Are AI, ML, and Deep Learning synonyms?

ArtificialIntelligenc

eDeep

LearningMachine Learning

deep learning == many layer neural networks

No! Deep learning is a class of algorithms

Venn Diagram modified from deeplearningbook.org

http://www.deeplearningbook.org/contents/intro.html

What can deep learning do?

Slides 3 and 4 inspired by Jeremy Howard

Deep Learning is good at

reading and generating textidentifying and creating images

recognizing and interpreting speech

For more on this topic, watch The Wonderful and Terrifying Implications of Computers that can Learn

http://www.ted.com/talks/jeremy_howard_the_wonderful_and_terrifying_implications_of_computers_that_can_learn?language=en

http://www.ted.com/talks/jeremy_howard_the_wonderful_and_terrifying_implications_of_computers_that_can_learn?language=en

An image is just a matrix of numbers

GIF from Adam Geitgey

8

https://medium.com/@ageitgey/machine-learning-is-fun-part-3-deep-learning-and-convolutional-neural-networks-f40359318721#.29kjic3fg

How can you get started?TensorFlow- (Python library from Google)

Tutorial for ML beginnersLearn linear algebra (vectors & matrices):

Khan AcademyGet these slides/links: @math_rachel

https://www.tensorflow.org/versions/r0.9/tutorials/mnist/beginners/index.html

https://www.khanacademy.org/math/linear-algebra

Deep Learning: More than a Fad

Technology

Transcript of Deep Learning: More than a Fad