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| # author: matthew skiffington | |
| # date: 09/03/2020 | |
| # purpose: produce timeline of nns for dissertation | |
| # data ################# | |
| library(timelineS) | |
| library(lubridate) | |
| # old | |
| Events_old <- c( | |
| "M&P Neuron \n Model* \n", # 1943-01-01 | |
| "Dartmouth Summer AI \n", # 1955-08-31 | |
| "Perceptron paper* \n", # 1958-01-01 | |
| "Perceptrons book* \n", # 1969-01-01 | |
| "Hopfield (RNN)* \n", # 1982-01-01 | |
| "Backpropagation \n", # 1986-10-09 | |
| "MLP UAP \n proof \n", # 1993-02-09 | |
| "LTSM \n", # 1997-11-01 | |
| "LeNet* \n" # 1998-01-01 | |
| ) | |
| Event_Dates_old <- ymd(c( | |
| "1943-01-01", # MP Neuron | |
| "1955-08-31", # Dartmouth | |
| "1958-01-01", # P-paper | |
| "1969-01-01", # P-book | |
| "1982-01-01", # H-N | |
| "1986-10-09", # Backprop | |
| "1993-02-09", # MLP UAP | |
| "1997-11-01", # LTSM | |
| "1998-01-01" # LeNet | |
| )) | |
| ######################### | |
| # new | |
| Events_new <- c( | |
| "AlexNet \n (ILSVRC) \n", # 2012-10-30 | |
| "R-CNN \n", # 2013-11-11 | |
| "NiN \n", # 2013-12-16 | |
| "DRL-Atari \n", # 2013-12-19 | |
| "VAE \n", # 2013-12-20 | |
| "GAN \n", # 2014-06-10 | |
| "VGG \n (ILSVRC) \n", # 2014-12-10 | |
| "GoogLeNet \n (ILSVRC) \n", # 2014-12-10 | |
| "YOLO \n", # 2015-06-08 | |
| "ResNet \n (ILSVRC) \n", # 2015-12-10 | |
| "SqueezeNet \n", # 2016-02-24 | |
| "Projection Nets \n", # 2017-08-09 | |
| "AlphaGo \n (GO)", # 2017-10-19 | |
| "StyleGAN \n",# 2018-12-12 | |
| "AlphaStar (SC2) \n" # 2019-10-30 | |
| ) | |
| Event_Dates_new <- ymd(c( | |
| "2012-10-30", # AlexNet | |
| "2013-11-11", # R-CNNs https://arxiv.org/abs/1311.2524 | |
| "2013-12-16", # NiNs https://arxiv.org/abs/1312.4400 | |
| "2013-12-19", # DRL-Atari | |
| "2013-12-20", # VAEs https://arxiv.org/abs/1312.6114 | |
| "2014-06-10", # GANs https://arxiv.org/abs/1406.2661 | |
| "2014-09-04", # VGG https://arxiv.org/abs/1409.1556 | |
| "2014-09-17", # GoogLeNet https://arxiv.org/abs/1409.4842 | |
| "2015-06-08", # YOLO https://arxiv.org/abs/1506.02640 | |
| "2015-12-10", # ResNets https://arxiv.org/abs/1512.03385 | |
| "2016-02-24", # SqueezeNets https://arxiv.org/abs/1602.07360 | |
| "2017-08-09", # ProjectionNet https://arxiv.org/abs/1708.00630 | |
| "2017-10-19", # AlphaGo https://www.nature.com/articles/nature24270 | |
| "2018-12-12", # StyleGAN https://arxiv.org/abs/1812.04948 | |
| "2019-10-30" # AlphaStar https://www.nature.com/articles/s41586-019-1724-z#citeas | |
| )) | |
| # viz ################### | |
| # dataframes | |
| # old | |
| timeline_old.df <- data.frame( | |
| Events = Events_old, | |
| Event_Dates = Event_Dates_old | |
| ) | |
| # new | |
| timeline_new.df <- data.frame( | |
| Events = Events_new, | |
| Event_Dates = Event_Dates_new) | |
| ######################### | |
| # timelines | |
| # old | |
| timelineS( | |
| main = "Historical Events in Neural Network History", | |
| timeline_old.df, | |
| label.cex = 0.6 | |
| ) | |
| # new | |
| timelineS( | |
| main = "Recent Events in Neural Network History", | |
| timeline_new.df, | |
| label.cex = 0.6) |
Author
MattSkiff
commented
Mar 11, 2020
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