Record · corpus.blog/posts/01a0c50d-a40f-7072-9d17-526a15ab51e2

Fine-tune a DeepFake video classifier: PyTorchVideo, Lightning, W&B, and Amazon SageMaker in action

francescopochetti.com · published 14 November 2021

A record is what was published and who pointed at it. The text of the post is not held here: read it at the source, or at its Wayback capture.

Read the post at francescopochetti.com Wayback capture

0blogs citing

First cited: —
Most recent: —
Rank this month: not ranked
External links: 36
Words captured: 2,564

Cited by

No blog we hold has cited this post yet.

Links from this post

Link

Host

https://github.com/FraPochetti/KagglePlaygrounds/tree/master/deepfake

github.com

https://ai.facebook.com/blog/pytorchvideo-a-deep-learning-library-for-video-understanding/

ai.facebook.com

https://pytorchvideo.org/

pytorchvideo.org

https://www.kaggle.com/c/deepfake-detection-challenge/overview

kaggle.com

https://www.kaggle.com/c/deepfake-detection-challenge/data

kaggle.com

https://www.kaggle.com/timesler/fast-mtcnn-detector-55-fps-at-full-resolution

kaggle.com

https://github.com/timesler/facenet-pytorch

github.com

https://github.com/FraPochetti/KagglePlaygrounds/blob/master/deepfake/data.ipynb

github.com

https://pytorchvideo.org/docs/tutorial_overview

pytorchvideo.org

https://pytorchvideo.org/docs/tutorial_classification

pytorchvideo.org

https://pytorchvideo.org/docs/tutorial_torchhub_inference

pytorchvideo.org

https://pytorchvideo.readthedocs.io/en/latest/model_zoo.html

pytorchvideo.readthedocs.io

https://arxiv.org/pdf/2004.04730.pdf

arxiv.org

https://deepmind.com/research/open-source/kinetics

deepmind.com

https://pytorch.org/hub/facebookresearch_pytorchvideo_x3d/

pytorch.org

https://pytorch.org/hub/facebookresearch_pytorchvideo_slowfast/

pytorch.org

https://github.com/FraPochetti/KagglePlaygrounds/blob/master/deepfake/code/utils.py

github.com

https://lightning-flash.readthedocs.io/en/latest/general/finetuning.html

lightning-flash.readthedocs.io

https://github.com/PyTorchLightning/pytorch-lightning/blob/master/pl_examples/domain_templates/computer_vision_fine_tuning.py

github.com

https://github.com/FraPochetti/KagglePlaygrounds/blob/cbd9b93123d448f9a26cd6c501c3a522f8c9e9c6/deepfake/code/utils.py

github.com

https://github.com/PyTorchLightning/pytorch-lightning/blob/master/pytorch_lightning/callbacks/finetuning.py

github.com

https://docs.wandb.ai/

docs.wandb.ai

https://colab.research.google.com/github/wandb/examples/blob/master/colabs/pytorch-lightning/Supercharge_your_Training_with_Pytorch_Lightning_%2B_Weights_%26_Biases.ipynb

colab.research.google.com

https://docs.wandb.ai/guides/integrations/lightning

docs.wandb.ai

https://github.com/FraPochetti/KagglePlaygrounds/blob/master/deepfake/e2e_local_training.py

github.com

https://pytorch-lightning.readthedocs.io/en/latest/extensions/generated/pytorch_lightning.callbacks.LearningRateMonitor.html

pytorch-lightning.readthedocs.io

https://wandb.ai/frapochetti/deepfake/reports/Deepfake-Video-Classifier--VmlldzoxMTk0Nzg4

wandb.ai

https://sagemaker.readthedocs.io/en/stable/frameworks/pytorch/sagemaker.pytorch.html

sagemaker.readthedocs.io

https://towardsdatascience.com/building-a-neural-network-on-amazon-sagemaker-with-pytorch-lightning-63730ec740ea

towardsdatascience.com

https://github.com/aws/amazon-sagemaker-examples/blob/master/advanced_functionality/pytorch_extending_our_containers/pytorch_extending_our_containers.ipynb

github.com

https://github.com/aws/amazon-sagemaker-examples/blob/master/advanced_functionality/scikit_bring_your_own/scikit_bring_your_own.ipynb

github.com

https://github.com/FraPochetti/KagglePlaygrounds/blob/master/deepfake/main.py

github.com

https://github.com/FraPochetti/KagglePlaygrounds/blob/master/deepfake/code/train.py

github.com

https://github.com/FraPochetti/KagglePlaygrounds/blob/master/deepfake/Dockerfile

github.com

https://github.com/aws/sagemaker-training-toolkit

github.com

https://github.com/FraPochetti/KagglePlaygrounds/blob/master/deepfake/build-and-push.sh

github.com