機器學習/深度學習地圖

fig: Face Recognition using Deep Networks from https://www.edureka.co/blog/what-is-deep-learning

蒐集了一些課程資料,有興趣的可以參考看看:)

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台大 機器學習 — 林軒田
(機器學習的理論基礎)
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課程網頁:
Hsuan-Tien Lin > MOOCs
http://www.csie.ntu.edu.tw/~htlin/mooc/

影片:
Machine Learning Foundations (機器學習基石)
https://www.youtube.com/playlist?list=PLXVfgk9fNX2I7tB6oIINGBmW50rrmFTqf
Machine Learning Techniques (機器學習技法)
https://www.youtube.com/playlist?list=PLXVfgk9fNX2IQOYPmqjqWsNUFl2kpk1U2

Coursera:
機器學習基石上 (Machine Learning Foundations) — -Mathematical Foundations | Coursera
https://www.coursera.org/learn/ntumlone-mathematicalfoundations

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Machine Learning — 吳恩達 Andrew Ng
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Machine Learning | Coursera
https://www.coursera.org/learn/machine-learning

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deep learning — 吳恩達 Andrew Ng
(深度學習、神經網路)
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課程網頁:
deeplearning.ai
https://www.deeplearning.ai/

Coursera:
Deep Learning | Coursera
https://www.coursera.org/specializations/deep-learning

介紹:
吳恩達人工智慧課程 最新評測!帶你一窺上課時數、作業專案內容 | TechOrange
https://buzzorange.com/techorange/2017/08/10/try-out-deeplearning-ai/

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Stanford CS231n — 李飛飛
(CNN、RNN、GAN、RL 等深度模型在計算機視覺上的應用)
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課程網頁:
Stanford University CS231n: Convolutional Neural Networks for Visual Recognition 
http://cs231n.stanford.edu/

影片:
cs231n 2016
https://www.youtube.com/playlist?list=PLlJy-eBtNFt6EuMxFYRiNRS07MCWN5UIA
斯坦福CS231n-深度学习计算机视觉 — 网易云课堂 (2016 中文版)
http://study.163.com/course/introduction.htm?courseId=1003223001

(1) Lecture Collection | Convolutional Neural Networks for Visual Recognition (Spring 2017) — YouTube
https://www.youtube.com/playlist?list=PL3FW7Lu3i5JvHM8ljYj-zLfQRF3EO8sYv

討論:
Youtube videos of lectures for spring 2017 ?:cs231n
https://www.reddit.com/r/cs231n/comments/67izzs/youtube_videos_of_lectures_for_spring_2017/

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Neural Networks for Machine Learning — Geoffrey Hinton
(神經網路)
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Coursera:
Neural Networks for Machine Learning — 多倫多大學 | Coursera
https://www.coursera.org/learn/neural-networks/home/info

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Neural networks and deep learning — Michael Nielsen
(深度學習的基礎與實作)
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電子書:
Neural networks and deep learning
http://neuralnetworksanddeeplearning.com/index.html

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台大 GAN — 李弘毅
(Generative Adversarial Network, 生成式對抗網路)
===============

課程網頁:
http://speech.ee.ntu.edu.tw/~tlkagk/courses_MLDS17.html

影片:
(3) NTUEE MLDS 2017 — YouTube
https://www.youtube.com/playlist?list=PLJV_el3uVTsPMxPbjeX7PicgWbY7F8wW9

座談會:
一日搞懂生成式對抗網路課程 — 台灣資料科學協會
http://foundation.datasci.tw/gan-170813/?utm_source=FB&utm_medium=Fanpage&utm_campaign=FP170628-2

相關新聞:
不好意思,Facebook 的 AI 並沒有 「失控」 — INSIDE 硬塞的網路趨勢觀察
https://www.inside.com.tw/2017/08/03/facebook-ai-didnt-lose-control-and-create-new-language

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台大 Machine Learning — 李弘毅
(Machine Learning. Deep learning)
===============

課程網頁:
Hung-yi Lee
http://speech.ee.ntu.edu.tw/~tlkagk/courses_ML16.html

影片:
(1) NTUEE ML 2016 — YouTube
https://www.youtube.com/playlist?list=PLJV_el3uVTsPy9oCRY30oBPNLCo89yu49

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Machine Learning A-Z™: Hands-On Python & R In Data Science | Udemy
 — Kirill Eremenko, Hadelin de Ponteves, SuperDataScience Team
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Udemy:
Machine Learning A-Z™: Hands-On Python & R In Data Science | Udemy
https://www.udemy.com/machinelearning/

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Deep Learning A-Z™: Hands-On Artificial Neural Networks | Udemy
 — Kirill Eremenko, Hadelin de Ponteves, SuperDataScience Team
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Udemy:
Deep Learning A-Z™: Hands-On Artificial Neural Networks | Udemy
https://www.udemy.com/deeplearning/

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Python — Justin Mitchel
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Udemy:
30 Days of Python | Unlock your Python Potential | Udemy
https://www.udemy.com/30-days-of-python/