【雑多】個人的情報収集【逐次更新】
README
業務でCNN画像分類を取り扱っているため、関連情報の収集となります。
広範囲な情報収集のため、分類が正しくない可能性があります。
レイアウトや別ページに分ける可能性もございます。
逐次更新してまいりますので、ご了承願います。
※ 2021_03_21 : 初回更新
※ 2021_03_28 : 追加
誰かのお役に立てれば幸いです。
About AI
https://www.google.com/amp/s/deepage.net/amp/deep_learning/2016/11/07/convolutional_neural_network
https://axa.biopapyrus.jp/deep-learning/sample/image-shape.html
https://qiita.com/mathlive/items/2a512831878b8018db02
https://qiita.com/takurooo/items/e4c91c5d78059f92e76d
https://ai-scholar.tech/articles/deep-learning/closs-square
Dataset
https://lionbridge.ai/ja/datasets/the-50-best-free-datasets-for-machine-learning/
Machine Learning
http://hokuts.com/2015/11/24/ml1_func/
AWS
https://ohke.hateblo.jp/entry/2020/01/04/164500
AWS Amplify
https://netmark.jp/2020/09/2020-09-17-12-43.html
https://aws.amazon.com/jp/blogs/startup/techblog-3reasons-amplify/
AWS Cognito
https://www.google.com/amp/s/fintan.jp/%3Fp%3D5593%26amp
ElastiCache
https://www.acrovision.jp/service/aws/?p=786
AWS Lake Formation
https://dev.classmethod.jp/articles/lakeformation_tutorial/
AWS SageMaker
https://dev.classmethod.jp/articles/breaking-amazon-sagemaker-pipelines/
S3
https://qiita.com/nanaco/items/ee946980ccd3fef59876
https://dev.classmethod.jp/articles/should_i_choice_s3_storage_class/
http://stm-mynote.hatenablog.com/entry/2017/05/11/181904
chalice
https://dev.classmethod.jp/articles/chalice-handson/
https://www.codementor.io/@dushyantbgs/building-serverless-applications-using-aws-chalice-15jzvp4uqh
https://www.bioerrorlog.work/entry/aws-cdk-chalice
deploy model
https://rskmoi.hatenablog.com/entry/2019/12/20/005911
CNN
Transfer learning
Mulch task
https://www.softbanktech.co.jp/special/blog/cloud_blog/2019/0060/
Segmentation
https://pytorch.org/tutorials/intermediate/torchvision_tutorial.html
https://torch.classcat.com/category/mask-r-cnn/
https://tech-blog.optim.co.jp/entry/2019/03/11/173000
https://github.com/zijundeng/pytorch-semantic-segmentation/blob/master/train/voc-fcn/train.py
https://pytorch.org/tutorials/intermediate/torchvision_tutorial.html
https://awesomeopensource.com/projects/instance-segmentation
https://tech-blog.optim.co.jp/entry/2019/03/28/173000
https://pytorch.org/hub/nvidia_deeplearningexamples_ssd/
Visualization
https://www.kaggle.com/jesucristo/quick-visualization-eda
PyTorch
gpu計算時間
https://www.mattari-benkyo-note.com/2021/03/21/pytorch-cuda-time-measurement/
https://yutaroogawa.github.io/pytorch_tutorials_jp/
Dataset
https://betashort-lab.com/データサイエンス/ディープラーニング/pytorchのdatasetsで画像データセットを作る/
https://ohke.hateblo.jp/entry/2019/12/28/230000
scikit-learn
PCA
http://swdrsker.hatenablog.com/entry/2016/12/16/023115
https://qiita.com/maskot1977/items/082557fcda78c4cdb41f
Keras
GradCAM / GradCAM++ / ScoreCAM
https://www.kaggle.com/itoeiji/visual-explanations-gradcam-gradcam-scorecam
transformer
https://recruit.gmo.jp/engineer/jisedai/blog/vision_transformer/
https://club.informatix.co.jp/?p=1265&=1
https://deepsquare.jp/2020/10/vision-transformer/
https://arc-mec.com/ailabo/2020/09/21/transformerのattentionの解説/
Python
https://note.nkmk.me/python/
https://pycarnival.com/category/python入門/
commandline
https://hibiki-press.tech/learn_prog/python/commandline_argparse/1130
http://swdrsker.hatenablog.com/entry/2018/05/04/100000
time
https://qiita.com/hisatoshi/items/7354c76a4412dffc4fd7
image
https://qiita.com/Zumwalt/items/4d9bc15608483fa77476
unicode
https://github.com/fluentpython/unicode-solutions
from random import sample
https://tutorialmore.com/questions-454081.htm
partial
https://pycarnival.com/partial/
Pandas
https://naotaka1128.hatenadiary.jp/entry/pandas-start-guide
Numpy
- 極座標系
https://algorithm.joho.info/programming/python/numpy-cartesian-to-polar/
https://www.dogrow.net/python/blog62/
- ヤコビ行列
https://tutorialmore.com/questions-231836.htm
Matplotlib
- 極座標系
https://tutorialmore.com/questions-147320.htm
https://matplotlib.org/stable/gallery/misc/transoffset.html
LightGBM
https://blog.amedama.jp/entry/lgbm-tree-plot
RNN
https://www.atmarkit.co.jp/ait/articles/2103/19/news035.html
Neural Network
- 神経生理学の視点で見るニューラルネットワーク入門
Django
https://www.django-rest-framework.org/coreapi/from-documenting-your-api/#built-in-api-documentation
https://django-rest-swagger.readthedocs.io/en/latest/
https://yuruli.info/django3-on-docker-in-pycharm/
django file upload
https://qiita.com/ekzemplaro/items/07abd9a941bcd0eb5834
https://djangostars.com/blog/bootstrap-django-app-with-cognito/
https://github.com/labd/django-cognito-jwt
Django Token Authentication
Docker
https://codezine.jp/article/detail/12830
Nginx
499 error
https://www.it-swarm.jp.net/ja/nginx/nginx-499エラーコード/1069135348/
React
https://qiita.com/yonetty/items/012be4c5c6258a609e35
https://qiita.com/yonetty/items/ad19bddc26806bb49cef
https://qiita.com/Kouichi_Itagaki/items/c8e05f084fe88a086100
https://ja.reactjs.org/docs/hooks-effect.html
https://ja.reactjs.org/docs/hooks-effect.html
https://ja.reactjs.org/docs/react-component.html
https://teratail.com/questions/235707
https://www.it-mure.jp.net/ja/reactjs/typescriptで関数を引数としてreactjsコンポーネントに渡す方法/824144441/
https://awesome-linus.com/2020/01/10/react-props-function-type/
https://zenn.dev/masalib/books/2d6e8470732c8b/viewer/958e9f
https://b1840943.hatenablog.jp/entry/2019/12/17/221947
https://www.seleqt.net/programming/optimizing-react-performance/amp/
TypeScript
https://zenn.dev/suin/scraps/9f3cfc934e98fe
material-ui
https://material-ui.com/components/grid-list/
https://material-ui.com/api/tab-scroll-button/
https://zenn.dev/imasyou/articles/ca9995b3ed68598f78a1
t-SNE
https://deepage.net/machine_learning/2017/03/08/tsne.html
http://machinelearningtub.blogspot.com/2019/02/t-sne-intuition.html?m=1
分類前
https://www.kaggle.com/artgor/object-detection-with-pytorch-lightning
https://github.com/cocodataset/cocoapi/tree/master/PythonAPI/pycocotools
https://www.kaggle.com/cankls3/carvana-pytorch
https://kharshit.github.io/blog/2019/08/23/quick-intro-to-instance-segmentation
https://www.kaggle.com/mlagunas/naive-unet-with-pytorch-tensorboard-logging
https://www.kaggle.com/witwitchayakarn/u-net-with-pytorch
https://chacha95.github.io/2020-02-10-Object-Detection1/
https://qiita.com/phyblas/items/2ad3d70841ca4a888ee4
https://qiita.com/phyblas/items/d4884a58041eaa01ef5e
https://github.com/xiaopeng-liao/Pytorch-UNet/commit/8ebac70e633bac59fc22bb5195e513d5832fb3bd?diff=unified
https://github.com/facebookresearch/maskrcnn-benchmark/blob/master/demo/predictor.py
https://products.sint.co.jp/aisia/blog/vol1-16#toc-4
https://m.blog.naver.com/dschae9/221868282655
https://lp-tech.net/articles/hzfn7
how to load
https://stackoverflow.com/questions/55075715/how-to-load-images-with-multiple-json-annotation-in-pytorch
ssd
https://github.com/amdegroot/ssd.pytorch
https://github.com/qfgaohao/pytorch-ssd
ignite
https://pytorch.org/ignite/v0.1.1/metrics.html#ignite.metrics.Recall
https://pytorchhair.gitbook.io/project/utils/untitled
param
https://www.hellocybernetics.tech/entry/2018/02/20/182906
Discussion