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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

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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
Page 35: 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 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
Page 37: 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 38: 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 39: 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 40: 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 41: 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 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
Page 49: 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 50: 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 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
Page 52: 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 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
Page 65: 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 66: 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 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
Page 68: 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 69: 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 70: 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 71: 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 72: 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 73: 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 74: 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 75: 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 76: 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 77: 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 78: 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 79: 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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