딥러닝 관련 강의, 자료, 읽을거리들에 대한 모음입니다. https://bbongcol.github.io/deep-learning-bookmarks/
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김성훈 교수님 강의
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구글 머신러닝 단기집중과정
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스텐포드 AI 강의 리스트
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CS231n: Convolutional Neural Networks for Visual Recognition (2016)
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CS231n: Convolutional Neural Networks for Visual Recognition (Spring 2017)
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CS231n: Convolutional Neural Networks for Visual Recognition (Spring 2018)
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CS224n: NLP with Deep Learning
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CS 20SI - Tensorflow for Deep Learning Research
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MIT 6.S094: Deep Learning for Self-Driving Cars
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DeepLearning TV
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Andrew Ng Machine Learning
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Andrew Ng Deep Learning Specialization
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Deep Learning Summer School
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최신 논문으로 시작하는 딥러닝
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케라스 강좌
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Reinforcement Learning
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CVPR (IEEE Conference on Computer Vision and Pattern Recognition)
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ICCV (International Conference on Computer Vision)
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ECCV (European Conference on Computer Vision)
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NIPS (Neural Information Processing Systems)
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ICLR (International Conference on Learning Representations)
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ICML (International Conference on Machine Learning)
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논문정리
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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
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PyTorch
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응용
- 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
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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
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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
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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
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유튜브
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SlideShare
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AI 관련 Blog
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커뮤니티