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??? ??? ???? ????? ??? ???? ?????? DeepCheck SW Maestro 7th
DeepCheck SoftWare Maestro 7th SW Maestro 7th Machine Learning/Deep Learning ?? DeepCheck SW Maestro 2 1. ???? ?? 2. ?? ?? Face Recognition 2. ???? Face Detection 3. ???
SW Maestro 7th Machine Learning/Deep Learning 1. ???? ?? DeepCheck SW Maestro 3
DeepCheck SoftWare Maestro 7th SW Maestro 7th Machine Learning/Deep Learning ???
Jessica Cleo Alan Erin Felix George Hailey Kiara ???? ??? ?? ??? ???? ???? ???? ??? ?? ?? ?? ??? ?? ??? ?? ??? ??? ?? ? ?? ?? SW Maestro 7th Machine Learning/Deep Learning ??? & ??? DeepCheck SW Maestro 5 ???? ????? ??? ?? ???? ??? ?? ??? ?? ?? ???? ??? ???? ????? ??? ?? ???? ??
DeepCheck SoftWare Maestro 7th
7 a ?? ?????? ?? ?? ?? ??? ??? ? ?? ?? ?? ?????? ?? ???? ?? ????, ??, ?? ?? ?? ? ??? ??? ???? ???? ?? ?? ??? ??? ??? ?? ?? ?? ???? ??? ??? ?? ?? ??? ???? ??? ??? ???? ?? ??? ???? Face-Detection Face-Recognition ??? ????, ???? ????? ???? ????? ?? SW Maestro 7th Machine Learning/Deep Learning ?? DeepCheck SW Maestro 7
W1 2W 3 4 5 6 7 8 9 10 11 12 Project Hand-Off 2016/11/24 Production Project Approval 9/5/2016 Customer Development Kaggle Coursera(Machine Learning) CS231n(Deep Learning) YOLO VGG Net Python Ruby On Rails Deepcheck Hackathon SWMAP Hackathon 2 Week 5 Week 4 Week 5 Week 5 Week 6 Week 3 Week 8 Week 5 Week 6 Week Wrap up 2 Week 10/1/2016 11/1/2016 SW Maestro 7th Machine Learning/Deep Learning ???? ?? DeepCheck SW Maestro 9
SW Maestro 7th Machine Learning/Deep Learning 2. ?? ?? DeepCheck SW Maestro 10
? ? ? vs??? 4? 1?, 2016? 3? vs??? 5? 0?, 2015? 10? vs???? ?? SW 494? 1? SW Maestro 7th Machine Learning/Deep Learning ??? DeepCheck SW Maestro 11
ImageNet Large Scale Visual Recognition Competition (ILSVRC) 28.2% 25.8% 16.4% 11.7% 7.3% 6.7% 3.6% error(%) human performance SW Maestro 7th Machine Learning/Deep Learning ILSVRC DeepCheck SW Maestro 12
SW Maestro 7th Machine Learning/Deep Learning ??? - DeepMind DeepCheck SW Maestro 13
Jessica Cleo Alan Erin Felix George Hailey Kiara Face Detection Face Recognition SW Maestro 7th Machine Learning/Deep Learning ????? ??? ?? ???? ?? DeepCheck SW Maestro 14
SW Maestro 7th Machine Learning/Deep Learning 2. ?? ?? - Face Detection DeepCheck SW Maestro 15
6 BUSINESS & ENTERTAIMENT ???? ???? ??? ??? ?? ?? ?? ??? ???? ???? ?? ??? ?? ? ?? SW Maestro 7th Machine Learning/Deep Learning Face Detection
SW Maestro 7th Machine Learning/Deep Learning 2. ?? ?? - Face Detection ?? DeepCheck SW Maestro 17
Kaipeng Zhang, Zhanpeng Zhang, Zhifeng Li. Joint Face Detection and Alignment using Multi-task Cascaded Convolutional Networks. IEEE Signal Processing Letters, vol. 23, no. 10, pp. 1499-1503, 2016. Rajeev Ranjan, Vishal M. Patel, Rama Chellappa. HyperFace: A Deep Multi-task Learning Framework for Face Detection, Landmark Localization, Pose Estimation, and Gender Recognition. ArXiv report, 2016. (legend: HyperFace) Huaizu Jiang and Erik Learned-Miller. Face Detection with the Faster R-CNN. ArXiv report, 2016. (legend: Faster RCNN) Yunzhu Li, Benyuan Sun, Tianfu Wu, Yizhou Wang. Face Detection with End-to-End Integration of a ConvNet and a 3D Model. European Conference on Computer Vision (ECCV), 2016. (legend: Conv3D) Jiahui Yu, Yuning Jiang, Zhangyang Wang, Zhimin Cao, Thomas Huang. UnitBox: An Advanced Object Detection Network Arxiv report, 2016. (legend: UnitBox) Shaohua Wan, Zhijun Chen, Tao Zhang, Bo Zhang, Kong-kat Wong Bootstrapping Face Detection with Hard Negative Examples Arxiv report, 2016. (legend: Xiaomi Inc.) MXNet, open source code and models, 2016. (legend: mxnet) WIDER dataset FDDB dataset SW Maestro 7th Machine Learning/Deep Learning Face Detection DeepCheck SW Maestro 18
?? ?? ?? ??? ??? ??? ? ??, ??? ??? ?? ?? ?? ??? ??? ??? ??? ??? ?? ??? ???. Redmon et al, You Only Look Once: Unified, Real-Time Object Detection, arXiv 2015 SW Maestro 7th Machine Learning/Deep Learning YOLO(You Only Look Once) 1 DeepCheck SW Maestro 19
??? ???? ???? ? ?? ?? ???? SW Maestro 7th Machine Learning/Deep Learning YOLO(You Only Look Once) 2 7X7 11X11 DeepCheck SW Maestro 20
???? ???? ?? ??? ? ? ??? ?? SW Maestro 7th Machine Learning/Deep Learning YOLO(You Only Look Once) 3 DeepCheck SW Maestro 21
??? ??? ??? ?? SW Maestro 7th Machine Learning/Deep Learning YOLO(You Only Look Once) 4 DeepCheck SW Maestro 22
SW Maestro 7th Machine Learning/Deep Learning Face Detection ?? DeepCheck SW Maestro 23
SW Maestro 7th Machine Learning/Deep Learning Face Detection ?? DeepCheck SW Maestro 24
SW Maestro 7th Machine Learning/Deep Learning 2. ?? ?? - Face Recognition DeepCheck SW Maestro 25
6 BUSINESS & ENTERTAIMENT ???? ? ? ? ? ? SW Maestro 7th Machine Learning/Deep Learning Face Recognition?
6 BUSINESS & ENTERTAIMENT ???? Ally Tom Sophia Jimmy Rooney SW Maestro 7th Machine Learning/Deep Learning Face Recognition?
SW Maestro 7th Machine Learning/Deep Learning Image Recognition 50 55 60 65 70 75 80 Top-1accuracy[%] ImageNet Challenge Category: Image Recognition VGGNet VERY DEEP CONVOLUTIONAL NETWORKS FOR LARGE-SCALE IMAGE RECOGNITION(2015), https://goo.gl/s9RxJk AlexNet ImageNet Classification with Deep Convolutional Neural Networks(2013), https://goo.gl/43DShn GoogleLeNet & Inception Going Deeper with Convolutions(2014), https://goo.gl/ASrDqV ResNet Deep Residual Learning for Image Recognition(2015), https://goo.gl/JWO6JW DeepCheck SW Maestro 28
7.1% 7.9% VERY DEEP CONVOLUTIONAL NETWORKS FOR LARGE-SCALE IMAGE RECOGNITION(ICLR 2015) SW Maestro 7th Machine Learning/Deep Learning VGG Net DeepCheck SW Maestro 29
ensemble VERY DEEP CONVOLUTIONAL NETWORKS FOR LARGE-SCALE IMAGE RECOGNITION(ICLR 2015) SW Maestro 7th Machine Learning/Deep Learning VGG Net DeepCheck SW Maestro 30
?? ?? Image Recognition?? ?? ??? ???? VGG? ???? ? ?? ?? ?? ????? ??????? ???? ???? ??? ???? ????? ????? ??? ?? ??? ??!??? ?? ??? ?? ????? ???? ???? ?? ?? ???? ?? Deep Face Recognition, Omkar M. Parkhi, Andrea Vedaldi, Andrew Zisserman BMVC 2015 SW Maestro 7th Machine Learning/Deep Learning VGG Face DeepCheck SW Maestro 31
SW Maestro 7th Machine Learning/Deep Learning VGG Face - Data Augmentation Original Flip Rotate & Shift & Color Shift DeepCheck SW Maestro 32
SW Maestro 7th Machine Learning/Deep Learning VGG Face - Hungarian Method DeepCheck SW Maestro 33
SW Maestro 7th Machine Learning/Deep Learning Face Recognition ?? DeepCheck SW Maestro 34
SW Maestro 7th Machine Learning/Deep Learning 2. ?? ?? - ??? ?? ?? DeepCheck SW Maestro 35
SW Maestro 7th Machine Learning/Deep Learning WorkFlow ???? ??? HW SW ????, ??? ? Face Detection, Face Recognition DeepCheck SW Maestro 36
? ???? ??? ??? ?? ?? ?? ?? ? ??? ?? ?? ?? ?? ?? ??? ??? ?????? ?? ??? ?? ????? ??? ???? ??? ??? ???? ??? ??? ??? ?? ?? ?? ??? ??? ????? ???? ?? ?? ?? SW Maestro 7th Machine Learning/Deep Learning Test Flight DeepCheck SW Maestro 37
??? ??? ?? ??? SW Maestro 7th Machine Learning/Deep Learning ??? DeepCheck SW Maestro 38
SW Maestro 7th Machine Learning/Deep Learning 3. ??? DeepCheck SW Maestro 39
??? ??? ???? ?? ?? ?? ?? ?? ?????? Q&A? ??? ??? ?? ?? ?? ?? ??? ??? ???? ??? ???? ? ?? ?? ??? ???? ?? ???? ?? ?? ?? ?? ????? ?? ?? ???? ??? ? ?? ?? ?? SW Maestro 7th Machine Learning/Deep Learning ???? DeepCheck SW Maestro 40
40 $6M$1M$15M $2M $1M$3M SW Maestro 7th Machine Learning/Deep Learning ?? ?? ?? ????? ?? ?? ?? DeepCheck SW Maestro 40 41
Stanford University MIT University Harvard University University of Texas at Dallas Caltech Columbia University Illinois Institute of Technology University of Washington ?? 1,500?? ?? SW Maestro 7th Machine Learning/Deep Learning PIAZZA? ???? ?? DeepCheck SW Maestro 42
Basic Regular Professional Ultimate ?? ? 10 20 30 unlimited ??? ?? 1 GB 5 GB 10 GB unlimited ?? ?? ?? ?? ?? ?? ?? ?? Free ?9,900 ?19,900 ?29,900 SW Maestro 7th Machine Learning/Deep Learning ?? ?? DeepCheck SW Maestro 43
DeepCheck SoftWare Maestro 7th 20? ?? 21~30? 31~40? 41~50? 51~60? 61~80? 81~100? 101~200 ? 201? ? ? ???? 69,465 88,283 80,983 26,760 4,739 1,729 700 302 118 ?? 260,502 132,134 104,345 66,098 38,469 30,792 9,486 8,792 2,509 ?? 329,967 220,417 185,328 92,858 43,208 32,521 10,186 9,094 2,627 ???? ???? ???? ???? ???? ???? ???? ????? ???? ? 848,423 10,892 10,616 29 143,739 2,099 546 65,298 133 ? 2,113,293 15,967 44,679 103 214,347 3,489 1,080 111,924 308 ???? ???? ???? ???? ????? ???? ???? ???? ? 290,941 1 5 1,556 3,516 54 6,839 2,132 ? 720,466 19 9 2,195 5,604 474 11,763 28,873 ???? ?? ? [??????(???????), 2015] ?????? ?? ? [??????(???????), 2015] ?? ??? ?? ? [????(?????), 2016] SW Maestro 7th Machine Learning/Deep Learning ?? ?? DeepCheck SW Maestro 44
DeepCheck SoftWare Maestro 7th ??? Deepcheck CampusNote Classup Timespread ??? Deepcheck ?? PLOKia J CONNECT ???? Freemium free free free ?? ???? ???? ?? ?? ?? ??? ???? ???? ???? SW Maestro 7th Machine Learning/Deep Learning ??? DeepCheck SW Maestro 45
??? ?? ?? ?? ???? ???? ?? ?? ?? ??? ?? ?? ??? ?? ?? ??? ???? ?? ? ?? ?? ?? ?????? ?? ?? ??? Q&A ??? ???? ???, ??? ?? ?? ? ????? ??? ?? ???? ???? ? ?? ???? ??? ? ??? ?? ?? ?? ?? ?? ?? ???? ?????? ??? ?? SW Maestro 7th Machine Learning/Deep Learning ?? ?? ? ?? DeepCheck SW Maestro 46
SW Maestro 7th Machine Learning/Deep Learning ??? ??
DeepCheck SoftWare Maestro 7th ????? SW Maestro 7th DeepCheck SW Maestro

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Deepcheck, ??? ??? ???? ????

  • 1. ??? ??? ???? ????? ??? ???? ?????? DeepCheck SW Maestro 7th
  • 2. DeepCheck SoftWare Maestro 7th SW Maestro 7th Machine Learning/Deep Learning ?? DeepCheck SW Maestro 2 1. ???? ?? 2. ?? ?? Face Recognition 2. ???? Face Detection 3. ???
  • 3. SW Maestro 7th Machine Learning/Deep Learning 1. ???? ?? DeepCheck SW Maestro 3
  • 4. DeepCheck SoftWare Maestro 7th SW Maestro 7th Machine Learning/Deep Learning ???
  • 5. Jessica Cleo Alan Erin Felix George Hailey Kiara ???? ??? ?? ??? ???? ???? ???? ??? ?? ?? ?? ??? ?? ??? ?? ??? ??? ?? ? ?? ?? SW Maestro 7th Machine Learning/Deep Learning ??? & ??? DeepCheck SW Maestro 5 ???? ????? ??? ?? ???? ??? ?? ??? ?? ?? ???? ??? ???? ????? ??? ?? ???? ??
  • 7. 7 a ?? ?????? ?? ?? ?? ??? ??? ? ?? ?? ?? ?????? ?? ???? ?? ????, ??, ?? ?? ?? ? ??? ??? ???? ???? ?? ?? ??? ??? ??? ?? ?? ?? ???? ??? ??? ?? ?? ??? ???? ??? ??? ???? ?? ??? ???? Face-Detection Face-Recognition ??? ????, ???? ????? ???? ????? ?? SW Maestro 7th Machine Learning/Deep Learning ?? DeepCheck SW Maestro 7
  • 8. W1 2W 3 4 5 6 7 8 9 10 11 12 Project Hand-Off 2016/11/24 Production Project Approval 9/5/2016 Customer Development Kaggle Coursera(Machine Learning) CS231n(Deep Learning) YOLO VGG Net Python Ruby On Rails Deepcheck Hackathon SWMAP Hackathon 2 Week 5 Week 4 Week 5 Week 5 Week 6 Week 3 Week 8 Week 5 Week 6 Week Wrap up 2 Week 10/1/2016 11/1/2016 SW Maestro 7th Machine Learning/Deep Learning ???? ?? DeepCheck SW Maestro 9
  • 9. SW Maestro 7th Machine Learning/Deep Learning 2. ?? ?? DeepCheck SW Maestro 10
  • 10. ? ? ? vs??? 4? 1?, 2016? 3? vs??? 5? 0?, 2015? 10? vs???? ?? SW 494? 1? SW Maestro 7th Machine Learning/Deep Learning ??? DeepCheck SW Maestro 11
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  • 12. SW Maestro 7th Machine Learning/Deep Learning ??? - DeepMind DeepCheck SW Maestro 13
  • 13. Jessica Cleo Alan Erin Felix George Hailey Kiara Face Detection Face Recognition SW Maestro 7th Machine Learning/Deep Learning ????? ??? ?? ???? ?? DeepCheck SW Maestro 14
  • 14. SW Maestro 7th Machine Learning/Deep Learning 2. ?? ?? - Face Detection DeepCheck SW Maestro 15
  • 15. 6 BUSINESS & ENTERTAIMENT ???? ???? ??? ??? ?? ?? ?? ??? ???? ???? ?? ??? ?? ? ?? SW Maestro 7th Machine Learning/Deep Learning Face Detection
  • 16. SW Maestro 7th Machine Learning/Deep Learning 2. ?? ?? - Face Detection ?? DeepCheck SW Maestro 17
  • 17. Kaipeng Zhang, Zhanpeng Zhang, Zhifeng Li. Joint Face Detection and Alignment using Multi-task Cascaded Convolutional Networks. IEEE Signal Processing Letters, vol. 23, no. 10, pp. 1499-1503, 2016. Rajeev Ranjan, Vishal M. Patel, Rama Chellappa. HyperFace: A Deep Multi-task Learning Framework for Face Detection, Landmark Localization, Pose Estimation, and Gender Recognition. ArXiv report, 2016. (legend: HyperFace) Huaizu Jiang and Erik Learned-Miller. Face Detection with the Faster R-CNN. ArXiv report, 2016. (legend: Faster RCNN) Yunzhu Li, Benyuan Sun, Tianfu Wu, Yizhou Wang. Face Detection with End-to-End Integration of a ConvNet and a 3D Model. European Conference on Computer Vision (ECCV), 2016. (legend: Conv3D) Jiahui Yu, Yuning Jiang, Zhangyang Wang, Zhimin Cao, Thomas Huang. UnitBox: An Advanced Object Detection Network Arxiv report, 2016. (legend: UnitBox) Shaohua Wan, Zhijun Chen, Tao Zhang, Bo Zhang, Kong-kat Wong Bootstrapping Face Detection with Hard Negative Examples Arxiv report, 2016. (legend: Xiaomi Inc.) MXNet, open source code and models, 2016. (legend: mxnet) WIDER dataset FDDB dataset SW Maestro 7th Machine Learning/Deep Learning Face Detection DeepCheck SW Maestro 18
  • 18. ?? ?? ?? ??? ??? ??? ? ??, ??? ??? ?? ?? ?? ??? ??? ??? ??? ??? ?? ??? ???. Redmon et al, You Only Look Once: Unified, Real-Time Object Detection, arXiv 2015 SW Maestro 7th Machine Learning/Deep Learning YOLO(You Only Look Once) 1 DeepCheck SW Maestro 19
  • 19. ??? ???? ???? ? ?? ?? ???? SW Maestro 7th Machine Learning/Deep Learning YOLO(You Only Look Once) 2 7X7 11X11 DeepCheck SW Maestro 20
  • 20. ???? ???? ?? ??? ? ? ??? ?? SW Maestro 7th Machine Learning/Deep Learning YOLO(You Only Look Once) 3 DeepCheck SW Maestro 21
  • 21. ??? ??? ??? ?? SW Maestro 7th Machine Learning/Deep Learning YOLO(You Only Look Once) 4 DeepCheck SW Maestro 22
  • 22. SW Maestro 7th Machine Learning/Deep Learning Face Detection ?? DeepCheck SW Maestro 23
  • 23. SW Maestro 7th Machine Learning/Deep Learning Face Detection ?? DeepCheck SW Maestro 24
  • 24. SW Maestro 7th Machine Learning/Deep Learning 2. ?? ?? - Face Recognition DeepCheck SW Maestro 25
  • 25. 6 BUSINESS & ENTERTAIMENT ???? ? ? ? ? ? SW Maestro 7th Machine Learning/Deep Learning Face Recognition?
  • 26. 6 BUSINESS & ENTERTAIMENT ???? Ally Tom Sophia Jimmy Rooney SW Maestro 7th Machine Learning/Deep Learning Face Recognition?
  • 27. SW Maestro 7th Machine Learning/Deep Learning Image Recognition 50 55 60 65 70 75 80 Top-1accuracy[%] ImageNet Challenge Category: Image Recognition VGGNet VERY DEEP CONVOLUTIONAL NETWORKS FOR LARGE-SCALE IMAGE RECOGNITION(2015), https://goo.gl/s9RxJk AlexNet ImageNet Classification with Deep Convolutional Neural Networks(2013), https://goo.gl/43DShn GoogleLeNet & Inception Going Deeper with Convolutions(2014), https://goo.gl/ASrDqV ResNet Deep Residual Learning for Image Recognition(2015), https://goo.gl/JWO6JW DeepCheck SW Maestro 28
  • 28. 7.1% 7.9% VERY DEEP CONVOLUTIONAL NETWORKS FOR LARGE-SCALE IMAGE RECOGNITION(ICLR 2015) SW Maestro 7th Machine Learning/Deep Learning VGG Net DeepCheck SW Maestro 29
  • 29. ensemble VERY DEEP CONVOLUTIONAL NETWORKS FOR LARGE-SCALE IMAGE RECOGNITION(ICLR 2015) SW Maestro 7th Machine Learning/Deep Learning VGG Net DeepCheck SW Maestro 30
  • 30. ?? ?? Image Recognition?? ?? ??? ???? VGG? ???? ? ?? ?? ?? ????? ??????? ???? ???? ??? ???? ????? ????? ??? ?? ??? ??!??? ?? ??? ?? ????? ???? ???? ?? ?? ???? ?? Deep Face Recognition, Omkar M. Parkhi, Andrea Vedaldi, Andrew Zisserman BMVC 2015 SW Maestro 7th Machine Learning/Deep Learning VGG Face DeepCheck SW Maestro 31
  • 31. SW Maestro 7th Machine Learning/Deep Learning VGG Face - Data Augmentation Original Flip Rotate & Shift & Color Shift DeepCheck SW Maestro 32
  • 32. SW Maestro 7th Machine Learning/Deep Learning VGG Face - Hungarian Method DeepCheck SW Maestro 33
  • 33. SW Maestro 7th Machine Learning/Deep Learning Face Recognition ?? DeepCheck SW Maestro 34
  • 34. SW Maestro 7th Machine Learning/Deep Learning 2. ?? ?? - ??? ?? ?? DeepCheck SW Maestro 35
  • 35. SW Maestro 7th Machine Learning/Deep Learning WorkFlow ???? ??? HW SW ????, ??? ? Face Detection, Face Recognition DeepCheck SW Maestro 36
  • 36. ? ???? ??? ??? ?? ?? ?? ?? ? ??? ?? ?? ?? ?? ?? ??? ??? ?????? ?? ??? ?? ????? ??? ???? ??? ??? ???? ??? ??? ??? ?? ?? ?? ??? ??? ????? ???? ?? ?? ?? SW Maestro 7th Machine Learning/Deep Learning Test Flight DeepCheck SW Maestro 37
  • 37. ??? ??? ?? ??? SW Maestro 7th Machine Learning/Deep Learning ??? DeepCheck SW Maestro 38
  • 38. SW Maestro 7th Machine Learning/Deep Learning 3. ??? DeepCheck SW Maestro 39
  • 39. ??? ??? ???? ?? ?? ?? ?? ?? ?????? Q&A? ??? ??? ?? ?? ?? ?? ??? ??? ???? ??? ???? ? ?? ?? ??? ???? ?? ???? ?? ?? ?? ?? ????? ?? ?? ???? ??? ? ?? ?? ?? SW Maestro 7th Machine Learning/Deep Learning ???? DeepCheck SW Maestro 40
  • 40. 40 $6M$1M$15M $2M $1M$3M SW Maestro 7th Machine Learning/Deep Learning ?? ?? ?? ????? ?? ?? ?? DeepCheck SW Maestro 40 41
  • 41. Stanford University MIT University Harvard University University of Texas at Dallas Caltech Columbia University Illinois Institute of Technology University of Washington ?? 1,500?? ?? SW Maestro 7th Machine Learning/Deep Learning PIAZZA? ???? ?? DeepCheck SW Maestro 42
  • 42. Basic Regular Professional Ultimate ?? ? 10 20 30 unlimited ??? ?? 1 GB 5 GB 10 GB unlimited ?? ?? ?? ?? ?? ?? ?? ?? Free ?9,900 ?19,900 ?29,900 SW Maestro 7th Machine Learning/Deep Learning ?? ?? DeepCheck SW Maestro 43
  • 43. DeepCheck SoftWare Maestro 7th 20? ?? 21~30? 31~40? 41~50? 51~60? 61~80? 81~100? 101~200 ? 201? ? ? ???? 69,465 88,283 80,983 26,760 4,739 1,729 700 302 118 ?? 260,502 132,134 104,345 66,098 38,469 30,792 9,486 8,792 2,509 ?? 329,967 220,417 185,328 92,858 43,208 32,521 10,186 9,094 2,627 ???? ???? ???? ???? ???? ???? ???? ????? ???? ? 848,423 10,892 10,616 29 143,739 2,099 546 65,298 133 ? 2,113,293 15,967 44,679 103 214,347 3,489 1,080 111,924 308 ???? ???? ???? ???? ????? ???? ???? ???? ? 290,941 1 5 1,556 3,516 54 6,839 2,132 ? 720,466 19 9 2,195 5,604 474 11,763 28,873 ???? ?? ? [??????(???????), 2015] ?????? ?? ? [??????(???????), 2015] ?? ??? ?? ? [????(?????), 2016] SW Maestro 7th Machine Learning/Deep Learning ?? ?? DeepCheck SW Maestro 44
  • 44. DeepCheck SoftWare Maestro 7th ??? Deepcheck CampusNote Classup Timespread ??? Deepcheck ?? PLOKia J CONNECT ???? Freemium free free free ?? ???? ???? ?? ?? ?? ??? ???? ???? ???? SW Maestro 7th Machine Learning/Deep Learning ??? DeepCheck SW Maestro 45
  • 45. ??? ?? ?? ?? ???? ???? ?? ?? ?? ??? ?? ?? ??? ?? ?? ??? ???? ?? ? ?? ?? ?? ?????? ?? ?? ??? Q&A ??? ???? ???, ??? ?? ?? ? ????? ??? ?? ???? ???? ? ?? ???? ??? ? ??? ?? ?? ?? ?? ?? ?? ???? ?????? ??? ?? SW Maestro 7th Machine Learning/Deep Learning ?? ?? ? ?? DeepCheck SW Maestro 46
  • 46. SW Maestro 7th Machine Learning/Deep Learning ??? ??
  • 47. DeepCheck SoftWare Maestro 7th ????? SW Maestro 7th DeepCheck SW Maestro