딥러닝 관련 강의, 자료, 읽을거리들에 대한 모음이며, 아래의 링크를 참조하였습니다!
https://bbongcol.github.io/deep-learning-bookmarks/
강의 모음
김성훈 교수님 강의
구글 머신러닝 단기집중과정
Dive into Deep Learning
스텐포드 AI 강의 리스트
CS231n: Convolutional Neural Networks for Visual Recognition (2016)
- Stanford 유튜브 강의 플레이리스트
- Stanford 강의 웹페이지
- Stanford 강의 노트, 슬라이드
- 유튜브 강의 (Kyoseok Song님 한글설명)
- 유튜브 강의 (KoreaUniv DSBA)
- 강의노트 한글 번역 1 - AI Korea
- 강의노트 한글 번역 2 - ishuca
- 유튜브 동영상 강좌 한글 자막
CS231n: Convolutional Neural Networks for Visual Recognition (Spring 2017)
CS231n: Convolutional Neural Networks for Visual Recognition (Spring 2018)
CS224n: NLP with Deep Learning
CS 20SI - Tensorflow for Deep Learning Research
CS 230 - Deep Learning
- 강의 웹페이지
- 강의노트
- 강의용 GitHub
- Convolutional Neural Networks cheatsheet
- Recurrent Neural Networks cheatsheet
- Deep Learning Tips and Tricks cheatsheet
- Deep Learning cheatsheets for Stanford's CS 230 PDF
MIT 6.S094: Deep Learning for Self-Driving Cars
DeepLearning TV
Andrew Ng Machine Learning
- Coursera 강의 홈페이지
- 강의노트 정리(영문)
- 강의노트 정리(한글)
- 코세라 머신러닝(ML) 강의 – 공부 방법 및 후기
- 수학을 포기한 직업 프로그래머가 머신러닝 학습을 시작하기위한 학습법 소개
Andrew Ng Deep Learning Specialization
- Coursera 강의 홈페이지
- Course 1 - Neural Networks and Deep Learning
- Course 2 - Improving Deep Neural Networks
- Course 3 - Structuring Machine Learning Projects
- Course 4 - Convolutional Neural Networks
- Course 5 - Sequence Models
- 앤드류 응의 코세라 딥러닝 전문가 과정 소개
Deep Learning Summer School
최신 논문으로 시작하는 딥러닝
케라스 강좌
Reinforcement Learning
Tensorflow 공식 강좌
- Introduction to TensorFlow for Artificial Intelligence, Machine Learning, and Deep Learning
- Intro to TensorFlow for Deep Learning by TensorFlow
11-785 Introduction to Deep Learning (CMU)
DS-GA 1008 · SPRING 2020 · NYU CENTER FOR DATA SCIENCE (NYU)
혁펜하임
한빛미디어
Berkeley CS294-158 Deep Unsupervised Learning
CMU Probabilistic Graphical Models
Deep Learning and Bayesian Methods summer school
MIT Non-convex optimization and deep learning workshop (2018)
영상 링크: http://mifods.mit.edu/deep.php
CMU Convex optimization (2018)
영상 링크: https://www.youtube.com/playlist?list=PLpIxOj-HnDsMM7BCNGC3hPFU3DfCWfVIw
Berkeley CS294-112 at UC Berkeley Deep Reinforcement Learning (2018)
영상 링크: https://www.youtube.com/playlist?list=PLkFD6_40KJIxJMR-j5A1mkxK26gh_qg37
DeepMind Advanced Deep Learning & Reinforcement Learning (2018)
영상 링크: https://www.youtube.com/playlist?list=PLqYmG7hTraZDNJre23vqCGIVpfZ_K2RZs
ipam New Deep learning Techniques workshop (2018)
영상 링크: https://www.youtube.com/playlist?list=PLHyI3Fbmv0SdM0zXj31HWjG9t9Q0v2xYN
Stanford CS230 Deep Learning (2018)
영상 링크: https://www.youtube.com/playlist?list=PLoROMvodv4rOABXSygHTsbvUz4G_YQhOb
Stanford CS224N NLP with Deep learning(2019)
영상 링크: https://www.youtube.com/playlist?list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z
CMU Neural Network for NLP (2019)
영상 링크: https://www.youtube.com/playlist?list=PL8PYTP1V4I8Ajj7sY6sdtmjgkt7eo2VMs
DL & RL Summer school (2018)
영상 링크: http://videolectures.net/DLRLsummerschool2018_toronto/
MIT Introduction to Deep learning (2019)
영상 링크: https://www.youtube.com/watch?v=5v1JnYv_yWs&list=PLtBw6njQRU-rwp5__7C0oIVt26ZgjG9NI
CMU Deep learning (2019)
영상 링크: http://introtodeeplearning.com/
MIT STATISTICAL LEARNING THEORY AND APPLICATIONS (2018)
영상 링크: https://www.youtube.com/playlist?list=PLyGKBDfnk-iAtLO6oLW4swMiQGz4f2OPY
Conferences
CVPR (IEEE Conference on Computer Vision and Pattern Recognition)
ICCV (International Conference on Computer Vision)
ECCV (European Conference on Computer Vision)
NIPS (Neural Information Processing Systems)
ICLR (International Conference on Learning Representations)
ICML (International Conference on Machine Learning)
논문정리
GitHub
TensorFlow
- TensorFlow-Tutorials by golbin
- DeepLearningZeroToAll by hunkim
- TensorFlow-Examples by aymericdamien
- first-steps-with-tensorflow by rickiepark
- tensorflow_tutorials by pkmital
- TensorFlow-Tutorials by nlintz
- tensorflow-generative-model-collections by hwalsuklee
- TensorFlow-Book
- Awesome TensorFlow
- Tensorflow Tutorials using Jupyter Notebook
- tensorflow-wavenet
- A general-purpose encoder-decoder framework for Tensorflow
PyTorch
- PyTorch-FastCampus by GunhoChoi
- pytorch-generative-model-collections by znxlwm
- pytorch-tutorial by yunjey
- examples by pytorch
- pytorch_exercises by Kyubyong
- PyTorchZeroToAll for hunkim
응용
모바일
Android
- Tensorflow Android Demo
- Android & TensorFlow: Artistic Style Transfer
- TensorFlow for Poets 2: Optimize for Mobile
- Artistic style transfer & other advanced image editing
- Tutorial: Build Your First Tensorflow Android App
- Real-time object detection on Android using the YOLO network with TensorFlow
- Android O Neural Networks API
- Baidu CNN(Convolutional Neural Network) on mobile devices
유용한 링크
한글
- 쉽게 풀어쓴 딥 러닝의 거의 모든 것
- 해커에게 전해들은 머신러닝 - 텐서 플로우 블로그
- 딥 러닝을 위한 콘볼루션 계산 가이드 - 텐서 플로우 블로그
- 텐서플로우 문서 한글 번역본
- 빅데이터와 머신러닝에 대한 즐겨찾기 모음
- 라온피플 머신러닝 아카데미
- 구글 머신러닝 용어집
- 고흐의 그림을 따라그리는 Neural Network, a Neural Algorithm of Artistic Style (2015)
- 딥러닝 학습 기술들
- NVIDIA Media Tech Talk : GPU 딥러닝, 최신 자율주행 기술 근황
- 오토 인코더를 이용한 비정상 거래 검출 모델의 구현
- 텐서플로우 첫걸음
- 머신러닝 책 로드맵
- 수학포기자를 위한 딥러닝과 텐서플로우의 이해
- Tensor Flow를 이용한 음향인식기 제작
- DeepLearning-Summary
영문
- Python Numpy Tutorial
- Deep Learning - Ian Goodfellow and Yoshua Bengio and Aaron Courville
- Hacker's guide to Neural Networks - Andrej Karpathy blog (번역)
- Deep Reinforcement Learning: Pong from Pixels - Andrej blog
- Learn TensorFlow and deep learning, without a Ph.D.
- Deep Learning for NLP Best Practices
- Google Colaboratory
- Machine Learning Cheatsheet
- Building an Automated Image Captioning Application
Deep Learning in 2017
- The Google Brain Team — Looking Back on 2017 (Part 1 of 2) (한글)
- The Google Brain Team — Looking Back on 2017 (Part 2 of 2) (한글)
- AI and Deep Learning in 2017 – A Year in Review
- 2017: DeepMind's year in review
- 2017 Annual Report - AI Index
- Machine Learning Top 10 Articles for the Past Year (v.2017)
- MY FAVORITE DEEP LEARNING PAPERS OF 2017
- Deep Learning Achievements Over the Past Year – Stats and Bots
유튜브
- Machine Learning Recipes with Josh Gordon
- Siraj Raval Youtube Channel
- Siraj Raval AI for Business : Siraj Raval의 스타트업들을 위한 코스 (한글 자막)
SlideShare
- 자습해도 모르겠던 딥러닝, 머리속에 인스톨 시켜드립니다
- Generative adversarial networks
- Python과 Tensorflow를 활용한 AI Chatbot 개발 및 실무 적용
- Applying deep learning to medical data
AI 관련 Blog
- Google Research Blog
- Microsoft Research
- Facebook Research
- Apple Machine Learning Journal
- Baidu Research
- Berkeley Artificial Intelligence Research
- Deepmind
- 다음 카카오 AI리포트
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