整理 | suiling
本文是對作者@Daniel Martinez(https://twitter.com/danielmartinezf)在GitHub上的開源專案介紹,作者通過思維導圖對深度學習和機器學習中的一些重點和架構進行了梳理。
深度學習
1. 概念
2. 架構
3. Tensorflow庫
PDF版本下載地址
https://github.com/dformoso/deeplearning-mindmap/blob/master/Deep%20Learning.pdf
使用工具
MindNode軟體(Mac平臺):https://mindnode.com
思維導圖參考資料(部分)
Stanford and Oxford Lectures. CS20SI, CS224d.
Books:
Deep Learning - Goodfellow
Pattern Recognition and Machine Learning - Bishop
The Elements of Statistical Learning - Hastie.
Colah's Blog. http://colah.github.io
Kaggle Notebooks.
Tensorflow Documentation pages.
Google Cloud Data Engineer certification materials.
Multiple Wikipedia articles.
機器學習思維導圖
1.過程
2.資料處理
3.數學基礎
4.概念
5.模型
PDF版本下載
https://github.com/dformoso/machine-learning-mindmap/blob/master/Machine%20Learning.pdf
使用工具
MindNode軟體(Mac平臺):https://mindnode.com
思維導圖參考資料(部分)
Stanford and Oxford Lectures. CS20SI, CS224d.
Books:
Deep Learning - Goodfellow.
Pattern Recognition and Machine Learning - Bishop.
The Elements of Statistical Learning - Hastie.
Colah's Blog. http://colah.github.io
Kaggle Notebooks.
Tensorflow Documentation pages.
Google Cloud Data Engineer certification materials.
Multiple Wikipedia articles.
GitHub專案地址
https://github.com/dformoso/deeplearning-mindmap
https://github.com/dformoso/machine-learning-mindmap