---
tags: AI
---
# 程式設計到人工智慧的學習資源

> 編撰者：杜岳華

## 程式設計

* [[Coursera][英文][University of Michigan] 零基礎 Python 入門 專項課程](https://www.coursera.org/specializations/python)

## 演算法

* [[Coursera][英文][UC San Diego] 資料結構與演算法 專項課程](https://www.coursera.org/specializations/data-structures-algorithms)
* [[Coursera][英文][Stanford] 演算法 專項課程](https://www.coursera.org/specializations/algorithms)

## 資料科學/資料探勘/資料分析

* [[Coursera][英文][Johns Hopkins University] 資料科學 專項課程](https://www.coursera.org/specializations/jhu-data-science)
* [[Coursera][英文][University of Michigan] 用 Python 應用資料科學 專項課程](https://www.coursera.org/specializations/data-science-python)
* [[Coursera][英文][UC San Diego] 大數據 專項課程](https://www.coursera.org/specializations/big-data)

## 機率與統計

* [[Coursera][英文][Duke University] Data Science Math Skills](https://www.coursera.org/learn/datasciencemathskills)
* [[Coursera][英文][Duke University] Statistics with R 專項課程](https://www.coursera.org/specializations/statistics)
* [[Coursera][英文][UC Santa Cruz] Bayesian Statistics: Techniques and Models](https://www.coursera.org/learn/mcmc-bayesian-statistics)

## 線性代數

* [[Textbook][英文][Stephen Boyd and Lieven Vandenberghe] Introduction to Applied Linear Algebra – Vectors, Matrices, and Least Squares](https://web.stanford.edu/~boyd/vmls/)
* [[Youtube][中文][台大] 謝銘倫 線性代數一](https://www.youtube.com/playlist?list=PLVJXJebpO4PgqQvz7FzQnLgBGRfPA5m8v)
* [[Youtube][中文][台大] 謝銘倫 線性代數二](https://www.youtube.com/playlist?list=PLVJXJebpO4PgW5WgeU_hIml7mSO8Eoggx)
* [[Youtube][中文][台大] 李宏毅
Linear Algebra 線性代數 (2018)](https://www.youtube.com/playlist?list=PLJV_el3uVTsNmr39gwbyV-0KjULUsN7fW)
* [[Coursera][英文][Imperial College London] 數學在機器學習的應用 專項課程](https://www.coursera.org/specializations/mathematics-machine-learning)

## 機器學習

* [[Youtube][中文][台大] 林軒田
Machine Learning Foundations (機器學習基石)](https://www.youtube.com/playlist?list=PLXVfgk9fNX2I7tB6oIINGBmW50rrmFTqf)
* [[Youtube][中文][台大] 林軒田
Machine Learning Techniques (機器學習技法)](https://www.youtube.com/playlist?list=PLXVfgk9fNX2IQOYPmqjqWsNUFl2kpk1U2)
* [[Coursera][英文][Stanford] 機器學習](https://www.coursera.org/learn/machine-learning)
* [[Coursera][英文][University of Washington] 機器學習 專項課程](https://www.coursera.org/specializations/machine-learning)
* [[Youtube][中文][台大] 李宏毅
Machine Learning](https://www.youtube.com/playlist?list=PLJV_el3uVTsPy9oCRY30oBPNLCo89yu49)
* [[Youtube][中文][台大] 李宏毅
Next Step of Machine Learning](https://www.youtube.com/playlist?list=PLJV_el3uVTsOK_ZK5L0Iv_EQoL1JefRL4)
* [[Youtube][中文][李政軒] 多元統計分析(多變量分析/圖形識別)](https://www.youtube.com/playlist?list=PLt0SBi1p7xrT7WP9-yGVV0ep66y3MPmCv)
* [[Coursera][英文][Stanford] 機率圖模型 專項課程](https://www.coursera.org/specializations/probabilistic-graphical-models)
* [[Coursera][英文][國家研究大學高等經濟學院] 進階機器學習 專項課程](https://www.coursera.org/specializations/aml)
* [[Youtube][中文][李政軒] Kernel Method](https://www.youtube.com/playlist?list=PLt0SBi1p7xrRKE2us8doqryRou6eDYEOy)

## 深度學習

* [[Youtube][中文][台大] 李宏毅
Deep Learning Theory](https://www.youtube.com/playlist?list=PLJV_el3uVTsOh1F5eo9txATa4iww0Kp8K)
* [[Coursera][英文][deeplearning.ai] 深度學習 專項課程](https://www.coursera.org/specializations/deep-learning)
* [[Coursera][英文][deeplearning.ai] TensorFlow in Practice 專項課程](https://www.coursera.org/specializations/tensorflow-in-practice)
* [[Youtube][中文][台大] 李宏毅
Generative Adversarial Network (GAN), 2018](https://www.youtube.com/playlist?list=PLJV_el3uVTsMq6JEFPW35BCiOQTsoqwNw)
* [[Youtube][中文][台大] 李宏毅
Deep Reinforcement Learning, 2018](https://www.youtube.com/playlist?list=PLJV_el3uVTsODxQFgzMzPLa16h6B8kWM_)
* [[Youtube][英文][DeepMind] Introduction to reinforcement learning](https://www.youtube.com/playlist?list=PLqYmG7hTraZDM-OYHWgPebj2MfCFzFObQ)
* [[Coursera][英文][University of Alberta] 強化學習 專項課程](https://www.coursera.org/specializations/reinforcement-learning)

## 電腦視覺

* [[Coursera][英文][Duke University] Image and Video Processing: From Mars to Hollywood with a Stop at the Hospital](https://www.coursera.org/learn/image-processing)
* [[Youtube][英文][Stanford] CS231n: Convolutional Neural Networks for Visual Recognition](https://www.youtube.com/playlist?list=PL3FW7Lu3i5JvHM8ljYj-zLfQRF3EO8sYv)

## 自然語言處理

* [[Youtube][英文][Stanford] CS224n: Natural Language Processing with Deep Learning](https://www.youtube.com/playlist?list=PL3FW7Lu3i5Jsnh1rnUwq_TcylNr7EkRe6)
* [[Textbook][英文][Dan Jurafsky and James H. Martin] Speech and Language Processing](https://web.stanford.edu/~jurafsky/slp3/)