GUIDE.md

How to study AI?

Programs

Codyssey

Aimers

Books

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Lectures

Basic

• [선형대수] 3Blue1Brown : Essence of linear algebra
• [확률/통계] Seeing Theory : Basic Probability/Compound Probability/Probability Distributions/Frequentist Inference/Basyesian Inference/Regression Analys
• [수학/계산] 3Blue1Brown : Essence of calculus
• [확실성 및 추정이론] Havard Univ. : Introduction to Probability
• [확실성 및 추정이론] Havard Univ. : Introduction to Probability (YouTube)

Programming & Data Analysis

• [프로그래밍/툴] Harvard Univ. : Introduction to Artificial Intelligence with Python
• [프로그래밍/툴] Harvard Univ. : Introduction to Artificial Intelligence with Python (YouTube)
• [빅데이터/데이터분석/데이터마이닝] Harvard Univ. : Data Science: R Basics (Youtube)

Artificial Intelligence

• [인공지능 기초/특강] Udacity : Intro to Artificial Intelligence

Machine Learning

• [기계학습] Stanford Coursera: Machine Learning

Deep Learning

• [심층학습/강화학습/다층학습] Stanford Univ. : Reinforcement Learning
• [심층학습/강화학습/다층학습] Stanford Univ. : Reinforcement Learning (Youtube)
• [심층학습/강화학습/다층학습] MIT : Introduction to Deep Learning
• [언어(NLP,NLU,STT)] Stanford Univ. : Natural Language Processing Understanding
• [언어(NLP,NLU,STT)] Stanford Univ. : Natural Language Processing Understanding (YouTube)
• [언어(NLP,NLU,STT)] Stanford Univ. : Natural Language Processing with Deep Learning
• [언어(NLP,NLU,STT)] Stanford Univ. : Natural Language Processing with Deep Learning (YouTube)
• [컴퓨터 비전/인식/영상] Georgia Tech. : Introduction to Computer Vision
• [컴퓨터 비전/인식/영상] Stanford Univ. : Deep Learning for Computer Vision
• [컴퓨터 비전/인식/영상] Stanford Univ. : Deep Learning for Computer Vision (YouTube)

Etc

• [로봇/로보틱스/자율주행] 세종대학교 : 로보틱스 강의 (곽관웅 교수)
• [로봇/로보틱스/자율주행] Stanford Univ. : Introduction to Robotics
• [기타 산업응용(융합)] Stanford Univ. : Computer Science for Business Professionals