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Погружаемся в машинное обучение и Data Science

Показываем как запускать любые LLm на пальцах.

По всем вопросам - @haarrp

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Non-local Neural Networks

Detectron is Facebook AI Research's software system that implements state-of-the-art object detection algorithms, including Mask R-CNN

https://github.com/facebookresearch/detectron

Non-local Neural Networks for Video Classification:https://github.com/facebookresearch/video-nonlocal-net


Paper: https://arxiv.org/abs/1711.07971v3

PySlowFast

https://github.com/facebookresearch/SlowFast
👨‍🦱 DeeperForensics-1.0: A Large-Scale Dataset for Real-World Face Forgery Detection

Code: https://github.com/EndlessSora/DeeperForensics-1.0


Paper: https://arxiv.org/abs/2001.03024v1
🚶 HybridPose: 6D Object Pose Estimation under Hybrid Representations

https://github.com/chensong1995/HybridPose

Paper: https://arxiv.org/abs/2001.01869

Pixel-wise Voting Network for 6DoF Pose Estimation: https://github.com/zju3dv/pvnet
Self-supervised learning and computer vision

https://www.fast.ai//2020/01/13/self_supervised/
Deep Image Compression using Decoder Side Information

Code: https://github.com/ayziksha/DSIN

Paper: https://arxiv.org/abs/2001.04753v1
SMOTE Oversampling for Imbalanced Classification with Python

https://machinelearningmastery.com/smote-oversampling-for-imbalanced-classification/
Optuna: A hyperparameter optimization framework

Optuna is an automatic hyperparameter optimization software framework, particularly designed for machine learning.

Code: https://github.com/optuna/optuna

Paper: https://arxiv.org/abs/1907.10902v1

Tutorial: https://optuna.org/