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mathematics

textbook

machine learning
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rgfx 2020/12/25
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google

project loon

machine learning
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PyTorch, ONNX, Caffe, OpenVINO (NCHW) ã®ãƒ¢ãƒ‡ãƒ«ã‚’Tensorflow / TensorflowLite (NHWC) ã¸ãŠæ‰‹è»½ã«å¤‰æ›ã™ã‚‹ - Qiita
PyTorch, ONNX, Caffe, OpenVINO (NCHW) ã®ãƒ¢ãƒ‡ãƒ«ã‚’Tensorflow / TensorflowLite (NHWC) ã¸ãŠæ‰‹è»½ã«å¤‰æ›ã™ã‚‹DeepLearningCaffeTensorFlowPyTorchONNX æ—¥æœ¬èªžã€€English 1. ã¯ã˜ã‚ã« ã„ã¤ã‚‚å·¦ä¸é–“ã‚’ç‹™ã†ã‚ˆã†ãªãƒ—ãƒãƒ‹ãƒƒãƒãªãµã–ã‘ãŸè¨˜äº‹ã°ã‹ã‚Šã‚’é‡ç”£ã—ã¦ã„ã¾ã™ã€‚ ã“ã®è¨˜äº‹ã®æ‰‹é †ã‚’å®Ÿæ–½ã™ã‚‹ã¨ã€ æœ€çµ‚çš„ã« PyTorchè£½ é«˜ç²¾åº¦Semantic Segmentation ã® U^2-Net ã‚’ TensorFlow Lite ã¸å¤‰æ›ã™ã‚‹ã“ã¨ãŒã§ãã¾ã™ã€‚ ä¸‹å›³ã®ã‚ˆã†ãªæ„Ÿã˜ã§ã™ã€‚ TensorFlow ã‚ã¡ã‚ƒãã¡ã‚ƒæ‰±ã„ã«ãã„ã§ã™ã€‚ æ—¥ã€…å…¬é–‹ã•ã‚Œã‚‹æœ€æ–°ã®ã¨ã¦ã‚‚é¢ç™½ã„ãƒ¢ãƒ‡ãƒ«ã¯è»’ä¸¦ã¿PyTorchå®Ÿè£…ã§ã™ã—ã€ãªã‚“ã§TensorFlowã§å®Ÿè£…ã—ã¦ãã‚Œãªã„ã‚“ã ï¼ï¼ ã¨ã€å¸¸æ—¥é ƒæ€ã£ã¦ã„ã¾ã™ã€‚ è«–æ–‡ã®ãƒ™ãƒ³ãƒãƒž
rgfx 2020/12/07
machine learning

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GPU1æžšã€1æ—¥æœªæº€ã§å¦ç¿’ï¼è¶…é«˜é€Ÿå¦ç¿’GANã€ã€ŒLightweight GANã€
3ã¤ã®è¦ç‚¹ âœ”ï¸ Skip-Layer Excitationã¨self-supervised Discriminatorã‚’ææ¡ˆã—ã€ãƒ‘ãƒ©ãƒ¡ãƒ¼ã‚¿ã®å¤§å¹…å‰Šæ¸›ã«æˆåŠŸ âœ”ï¸ å°‘é‡ãƒ‡ãƒ¼ã‚¿ã§ã‚‚å¦ç¿’å¯èƒ½ âœ”ï¸ 1024Ã—1024ã®ç”»åƒã‚‚GPU1æžšã€æ•°æ™‚é–“ã§å¦ç¿’å¯èƒ½ Towards Faster and Stabilized GAN Training for High-fidelity Few-shot Image Synthesis written byÂ Anonymous (Submitted on 29 Sep 2020) Comments: Accepted atÂ ICLR2021 Subjects:Â Computer Vision and Pattern Recognition (cs.CV); Image and Video Processing (eess.IV) Comm æ¦‚è¦ ã“ã‚Œã¾ã§ã®G
rgfx 2020/12/04
machine learning

GAN
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FPGAã§ã®DNN(Deep Neural Network)ã®æ•´ç†(LUT-Netã¾ã¨ã‚) - Ryuzã®ãƒ–ãƒã‚°
ã¯ã˜ã‚ã« ç¾åœ¨DNN(Deep Neural Network)ã®å®Ÿè£…ã«ãŠã„ã¦ã€FPGAã®æ´»ç”¨ã¯ã—ã°ã—è°è«–ã®å¯¾è±¡ã«ãªã£ã¦ã„ã¾ã™ã€‚ã‚‚ã¡ã‚ã‚“DNNåˆ†é‡Žå…¨ä½“ã‹ã‚‰ã™ã‚‹ã¨ãƒ‹ãƒƒãƒãªéƒ¨é¡žã«å…¥ã‚‹ã¨ã¯è€ƒãˆã¾ã™ãŒã€FPGAãƒ™ãƒ³ãƒ€ãƒ¼ã¯ã“ã“ã«éžå¸¸ã«åŠ›ã‚’å…¥ã‚Œã¦ãŠã‚Šã€ä½œæˆã—ãŸãƒãƒƒãƒˆãƒ¯ãƒ¼ã‚¯ã®ãƒ‡ãƒ—ãƒã‚¤å…ˆã¨ã—ã¦FPGAãŒé¸æŠžã—ã‚„ã™ããªã‚‹ã‚ˆã†ãªå„ç¨®ã®ã‚½ãƒªãƒ¥ãƒ¼ã‚·ãƒ§ãƒ³ãŒç”¨æ„ã•ã‚Œå§‹ã‚ã¦ãŠã‚Šã€æ—¥ã€…é€²åŒ–ã—ã¦ã„ã¾ã™ã€‚ ã“ã“ã§ã®FPGAã®ãƒ¡ãƒªãƒƒãƒˆã¯ã€ä½Žæ¶ˆè²»é›»åŠ›ã§ã‚ã£ãŸã‚Šã€ã‚³ã‚¹ãƒˆã§ã‚ã£ãŸã‚Šã—ã¾ã™ã€‚DNNã®å®Ÿè¡Œã«ã¯ã‚¯ãƒ©ã‚¦ãƒ‰ã§ã‚ã£ã¦ã‚‚é›»åŠ›ã¨ã„ã†ãƒ©ãƒ³ãƒ‹ãƒ³ã‚°ã‚³ã‚¹ãƒˆã¯é¦¬é¹¿ã«ãªã‚Šã¾ã›ã‚“ã—ã€ã‚¨ãƒƒã‚¸ã‚³ãƒ³ãƒ”ãƒ¥ãƒ¼ãƒ†ã‚£ãƒ³ã‚°ã€ç‰¹ã«ãƒãƒƒãƒ†ãƒªãƒ¼é§†å‹•ã®ãƒ¢ãƒã‚¤ãƒ«åˆ†é‡Žã«ãŠã„ã¦ã¯é›»åŠ›ã¯æ¥µã‚ã¦é‡è¦ã§ã™ã€‚ã¾ãŸã‚¤ãƒ‹ã‚·ãƒ£ãƒ«ã‚³ã‚¹ãƒˆã®é‡è¦æ€§ã¯ã©ã¡ã‚‰ã‚‚åŒã˜ã§ã—ã‚‡ã†ã€‚ ã“ã“ã§FPGAãƒ™ãƒ³ãƒ€ãƒ¼ã¯ã“ãžã£ã¦ã€ã€ŒGPUã¨åŒã˜ã‚ˆã†ã«é–‹ç™ºã§ãã¾ã™ã€ã‚’ã‚ãƒ£ãƒƒãƒãƒ•ãƒ¬ãƒ¼ã‚ºã«ã€GPUã‚’ä½¿ã£ã¦ç ”ç©¶é–‹ç™ºã‚’ã—ã¦ã„ã‚‹å¤šã
rgfx 2020/03/11
fpga

machine learning
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LUT-Networkã®è’¸ç•™ã¨MobileNeté¢¨æ§‹æˆã¨ã‚»ãƒžãƒ³ãƒ†ã‚£ãƒƒã‚¯ã‚»ã‚°ãƒ¡ãƒ³ãƒ†ãƒ¼ã‚·ãƒ§ãƒ³ - Ryuzã®ãƒ–ãƒã‚°
ã¯ã˜ã‚ã« å¾“æ¥ã®ãƒ‘ãƒ¼ã‚»ãƒ—ãƒˆãƒãƒ³ãƒ¢ãƒ‡ãƒ«ã‚’ä½¿ã£ãŸå¦ç¿’ã§ã¯ãªãã€å›žè·¯ãã®ã‚‚ã®ã‚’å¾®åˆ†ã—ã¦FPGAã‚’ç›´æŽ¥å¦ç¿’ã—ã¦ã—ã¾ãŠã†ã¨ã„ã†å½“ã‚µã‚¤ãƒˆã‚ªãƒªã‚¸ãƒŠãƒ«ã®ãƒ‡ã‚£ãƒ¼ãƒ—ãƒ©ãƒ¼ãƒ‹ãƒ³ã‚°LUT-Networkã§ã™ãŒã€ã“ã“ã®ã¨ã“ã‚æ·±ã„ãƒãƒƒãƒˆã‚’å¦ç¿’ã•ã›ã‚‹ãŸã‚ã«è’¸ç•™(Knowledge Distillation)ã«å–ã‚Šçµ„ã‚“ã§ã„ã¾ã—ãŸã€‚ ãã®ä¸€ã¤ã®æˆæžœã¨ã—ã¦ã€MNISTãƒ‡ãƒ¼ã‚¿ã‚’ä½¿ã£ãŸã‚»ãƒžãƒ³ãƒ†ã‚£ãƒƒã‚¯ã‚»ã‚°ãƒ¡ãƒ³ãƒ†ãƒ¼ã‚·ãƒ§ãƒ³(ã‚‚ã©ã)ã‚’è©¦ã—ã¦ã¿ãŸã®ã§ãƒ–ãƒã‚°ã«è¨˜éŒ²ã—ã¦ãŠãã¾ã™ã€‚ ã¾ãšã¯å…ˆã«çµæžœ ã¾ãšå…ˆã«æœ€æ–°ã®çµæžœã‚’è¨˜è¼‰ã„ãŸã—ã¾ã™ã€‚MNISTãƒ™ãƒ¼ã‚¹ã®ç”»åƒã‚’å…¥åŠ›ã—ã¦ã€ãã‚Œãžã‚Œã®æ•°å—é ˜åŸŸã‚’è‰²å¡—ã‚Šã™ã‚‹ã‚»ãƒžãƒ³ãƒ†ã‚£ãƒƒã‚¯ã‚»ã‚°ãƒ¡ãƒ³ãƒ†ãƒ¼ã‚·ãƒ§ãƒ³(ã‚‚ã©ã)ã‚’å¦ç¿’ã•ã›ã¦ã¿ã¾ã—ãŸã€‚ å…¥åŠ›ç”»åƒ å‡ºåŠ›ç”»åƒ ä¸Šè¨˜ã®å…¥åŠ›ç”»åƒã‚’ã‚‚ã¨ã« Verilog ã®RTLã‚·ãƒŸãƒ¥ãƒ¬ãƒ¼ã‚·ãƒ§ãƒ³ã§å¾—ãŸçµæžœç”»åƒãŒä»¥ä¸‹ã§ã™ã€‚ FPGAãƒªã‚½ãƒ¼ã‚¹ ä¸‹è¨˜ãŒå®Ÿéš›ã«RTLã‚’åˆæˆã—ãŸå ´åˆã®ãƒªã‚½ãƒ¼ã‚¹é‡ã§ã™ã€‚DNN
rgfx 2020/03/11
fpga

machine learning
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ã€å¾Œè—¤å¼˜èŒ‚ã®Weeklyæµ·å¤–ãƒ‹ãƒ¥ãƒ¼ã‚¹ã€‘ AIã‚¢ã‚¯ã‚»ãƒ©ãƒ¬ãƒ¼ã‚¿ã‚³ã‚¢ã‚’FPGAã«çµ„ã¿è¾¼ã‚“ã Xilinxã®æ–°ã‚«ãƒ†ã‚´ãƒªã€ŒVersalã€
rgfx 2019/09/30
fpga

machine learning
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Essential Cheat Sheets for Machine Learning and Deep Learning Engineers
Machine learning is complex. For newbies, starting to learn machine learning can be painful if they donâ€™t have the right resources to learn from. Most of the machine learning libraries are difficult to understand and the learning curve can be a bit frustrating. I am creating a repository on GitHub (cheatsheets-ai) containing cheatsheets for different machine learning frameworks, gathered from diff
rgfx 2019/08/27
deep learning

æ©Ÿæ¢°å¦ç¿’

machine learning

cheatsheet
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DL4US ã‚³ãƒ³ãƒ†ãƒ³ãƒ„å…¬é–‹ãƒšãƒ¼ã‚¸ | æ±äº¬å¤§å¦æ¾å°¾ãƒ»å²©æ¾¤ç ”ç©¶å®¤ï¼ˆæ¾å°¾ç ”ï¼‰- Matsuo Lab
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rgfx 2019/05/16
machine learning

æ©Ÿæ¢°å¦ç¿’

deeplearning

tutorial

textbook
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TensorFlow Hub
Use and download pre-trained models for your machine learning projects.
rgfx 2018/11/06
machine learning

tensorflow
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TensorFlowã§ç”»åƒèªè˜ã€Œã€‡ã€‡åˆ¤åˆ¥æ©Ÿã€ã‚’ä½œã‚‹ - Qiita
TensorFlowã§ç”»åƒèªè˜ã€Œã€‡ã€‡åˆ¤åˆ¥æ©Ÿã€ã‚’ä½œã‚‹ TensorFlowã¨ã¯ Googleã®æ©Ÿæ¢°å¦ç¿’ã‚ªãƒ¼ãƒ—ãƒ³ã‚½ãƒ¼ã‚¹ã‚½ãƒ•ãƒˆã‚¦ã‚§ã‚¢ãƒ©ã‚¤ãƒ–ãƒ©ãƒªã§ã™ã€‚ å…¬å¼ãƒšãƒ¼ã‚¸ ç›®çš„ã®å†å®šç¾© TensorFlowã‚’ä½¿ç”¨ã—ã¦ã€ç”»åƒèªè˜ã€€ã€Œã‚ªãƒªã‚¸ãƒŠãƒ«ç”»åƒåˆ¤åˆ¥æ©Ÿã€ã‚’ä½œã‚Šã¾ã™ã€‚ å¿…è¦ãªã‚‚ã® ãƒ»Macbook Air macOS Sierra 10.12.6 ãƒ¡ãƒ¢ãƒªã€€å¤§ãã„ã»ã©æœ›ã¾ã—ã„ ãƒ»ãƒ†ã‚ã‚¹ãƒˆã‚¨ãƒ‡ã‚£ã‚¿ æŽ¨å¥¨ï¼šAtom ä½œæˆã®æµã‚Œ å¿…è¦ãªã‚‚ã®ã‚’æº–å‚™ã™ã‚‹ ä»®æƒ³ç’°å¢ƒã«å…¥ã‚‹ TensorFlowã‚’å…¥ã‚Œã‚‹ æ•™å¸«ãƒ‡ãƒ¼ã‚¿ã‚’ç”¨æ„ã™ã‚‹ å¦ç¿’ã•ã›ã¦ã€ãƒ¢ãƒ‡ãƒ«ã‚’ä½œã‚‹ ãƒ¢ãƒ‡ãƒ«ã‚’ä½¿ã£ã¦åˆ¤åˆ¥ã•ã›ã‚‹ Tensorflowã‚’ä½¿ã£ã¦ç°¡å˜ãªã€Œã€‡ã€‡åˆ¤åˆ¥æ©Ÿã€ã‚’ä½œã£ã¦ã¿ã¾ã™ã€‚ ãªãŠã€ç’°å¢ƒã¨ã—ã¦Python3ç³»ã‚’å‰æã¨ã—ã¦ã„ã¾ã™ã€‚Pythonã®ãƒãƒ¼ã‚¸ãƒ§ãƒ³ã¯ python --version ã§ç¢ºèªã—ã¦ãã ã•ã„ã€‚ 1. Tensorflowã‚’ä½¿ã†ç’°å¢ƒã‚’ä½œã‚‹ Ten
rgfx 2018/11/06
machine learning

tensorflow

image classification
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MoeFlow: Anime Characters Recognition
rgfx 2018/11/06
machine learning

tensorflow
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Tensorflow.jsã‚’ç”¨ã„ãŸãƒ–ãƒ©ã‚¦ã‚¶ã§å‹•ãç‰©ä½“èªè˜ - ã‚¨ã‚¯ã‚µã‚¦ã‚£ã‚¶ãƒ¼ã‚º Engineer Blog
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rgfx 2018/11/01
machine learning

tensorflow

image classification
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rgfx 2018/07/18
gender

machine learning

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Deep learning
Accessibility View text version Categories Techno logy Upload Details Uploaded via SlideShare as Adobe PDF Usage Rights Â© All Rights Reserved Statistics Favorites 2 Downloads 0 Comments 0 Embed Views 0 Views on SlideShare 0 Total Views 0 Deep learning â€” Presentation Transcript Deep Learning æ ªå¼ä¼šç¤¾ã‚¦ã‚µã‚®ã‚£ äº”æœ¨ç”° å’Œä¹Ÿ 2012/11/0912å¹´11æœˆ9æ—¥é‡‘æ›œæ—¥ è‡ªå·±ç´¹ä»‹ âœ¤ æ ªå¼ä¼šç¤¾ã‚¦ã‚µã‚®ã‚£ã®ã‚¨ãƒ³ã‚¸ãƒ‹ã‚¢ âœ¤ æ©Ÿæ¢°å¦ç¿’ã€è‡ªç„¶è¨€èªžå‡¦ç†ã€çµ„åˆã›æœ€é©åŒ– âœ¤ iPhone, Android, Rails âœ¤ ãª
rgfx 2013/03/29
machine learning

Deep Learning
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Free Datascience books
Musings on data science, machine learning and stats. I've been impressed in recent months by the number and quality of free datascience/machine learning books available online. I don't mean free as in some guy paid for a PDF version of an O'Reilly book and then posted it online for others to use/steal, but I mean genuine published books with a free online version sanctioned by the publisher. That
rgfx 2013/01/07
textbook

machine learning
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