Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very...

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Deep Learning Slides are adapted from Aykut Erdem based on Yann LeCun, Marc'Aurelio Ranzato, Yisong Yue, Joan Bruna, Andrej Karpathy, Fei Fei Li, Justin Johnson

Transcript of Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very...

Page 1: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.

Deep LearningSlides are adapted from Aykut Erdem based on Yann LeCun,

Marc'Aurelio Ranzato, Yisong Yue, Joan Bruna, Andrej Karpathy, Fei FeiLi, Justin Johnson

Page 2: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
Page 3: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
Page 4: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
Page 5: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
Page 6: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
Page 7: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
Page 8: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
Page 9: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
Page 10: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
Page 11: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
Page 12: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
Page 13: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
Page 14: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
Page 15: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
Page 16: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
Page 17: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
Page 18: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
Page 19: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
Page 20: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
Page 21: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
Page 22: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
Page 23: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
Page 24: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
Page 25: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
Page 26: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
Page 27: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
Page 28: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
Page 29: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
Page 30: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
Page 31: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
Page 32: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
Page 33: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
Page 34: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
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Page 36: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
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Page 42: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
Page 43: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
Page 44: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
Page 45: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
Page 46: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
Page 47: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
Page 48: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
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Page 51: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
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Page 53: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
Page 54: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
Page 55: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
Page 56: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
Page 57: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
Page 58: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
Page 59: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
Page 60: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
Page 61: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
Page 62: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
Page 63: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
Page 64: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
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Page 67: Deep Learning - Hacettepe Üniversitesi · 2017-05-30 · Deep Learning pre-2012 Despite its very competitive performance, deep learning architectures were not widespread before 2012.
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