《JavaScript深度學習》資源連結清單

溫雪 發表於 2021-03-11
深度學習 JavaScript

為方便讀者查詢,本文彙總了《JavaScript深度學習》一書中用到的部分網路資源連結。連結中內容可能隨時間變化,請讀者知悉。

關於本書

第1章

表1-1中參考文獻

  • a. Kaiming He et al., “Deep Residual Learning for Image Recognition,” Proc. IEEE Conference Computer Vision and Pattern Recognition (CVPR), 2016, pp. 770–778, http://mng.bz/PO5P.
  • b. Christian Szegedy et al., “Going Deeper with Convolutions,” Proc. IEEE Conference Computer Vision and Pattern Recognition (CVPR), 2015, pp. 1–9, http://mng.bz/JzGv.
  • c. Large Scale Visual Recognition Challenge 2017 (ILSVRC2017) results, http://image-net.org/challenges/LSVRC/2017/results.
  • d. Yunpeng Chen et al., “Dual Path Networks,” https://arxiv.org/pdf/1707.01629.pdf.
  • e. Yonghui Wu et al., “Google’s Neural Machine Translation System: Bridging the Gap between Human and Machine Translation,” submitted 26 Sept. 2016, https://arxiv.org/abs/1609.08144.
  • f. Chung-Cheng Chiu et al., “State-of-the-Art Speech Recognition with Sequence-to-Sequence Models,” submitted 5 Dec. 2017, https://arxiv.org/abs/1712.01769.
  • g. Volodymyr Mnih et al., “Playing Atari with Deep Reinforcement Learning,” NIPS Deep Learning Workshop 2013, https://arxiv.org/abs/1312.5602.
  • h. David Silver et al., “Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm,” submitted 5 Dec. 2017, https://arxiv.org/abs/1712.01815.
  • i. Varun Gulshan et al., “Development and Validation of a Deep Learning Algorithm for Detection of Diabetic Retinopathy in Retinal Fundus Photographs,” JAMA, vol. 316, no. 22, 2016, pp. 2402–2410, http://mng.bz/wlDQ.

第2章

波士頓房價資料

第5章

第6章

第7章

第8章

第9章

9.4 延伸閱讀

第10章

第11章

第12章

12.4 延展閱讀

第13章

13.2.3節

13.4.3 探索TensorFlow.js生態

附錄A

A.1 在Linux上安裝tfjs-node-gpu

A.2 在Windows上安裝tfjs-node-gpu

附錄B