Friendly Introduction to Temporal Graph Neural Networks (and some Traffic Forecasting) скачать в хорошем качестве

Friendly Introduction to Temporal Graph Neural Networks (and some Traffic Forecasting)

▬▬ Papers ▬▬▬▬▬▬▬▬▬▬▬▬ Temporal Graph Networks: https://arxiv.org/pdf/2006.10637.pdf (used for the intro) Pytorch Geometric Temporal: https://arxiv.org/pdf/2104.07788.pdf Diffusion Convolutional Recurrent Neural Network: https://arxiv.org/pdf/1707.01926.pdf MST-GNN: https://arxiv.org/pdf/2108.11244.pdf ▬▬ Used Vector Graphics ▬▬▬▬▬▬▬ All icons and vector graphics used are from www.flaticon.com by these creators: Moon, Sensor, Traffic signs: freepik Cars: Konkapp, vectorsmarket15, DinosoftLabs, Vectors Market City: smallikeart The road vector graphics are from: https://de.vecteezy.com/vektorkunst/1... ▬▬ Used Music ▬▬▬▬▬▬▬▬▬▬▬ Music from Uppbeat (free for Creators!): https://uppbeat.io/t/genuine-colour/t... License code: ONW3ZGTQBAPMEEFQ ▬▬ Used Videos ▬▬▬▬▬▬▬▬▬▬ Pexels: Bhargava Marripati Vitaly Vlasov Tom Fisk Pressmaster Tima Miroshnichenko ▬▬ Used Images ▬▬▬▬▬▬▬▬▬▬ DCRNN: https://arxiv.org/pdf/1707.01926.pdf Transfer GNN for Pandemic forecasting: https://arxiv.org/pdf/2009.08388.pdf Mediapipe: https://google.github.io/mediapipe/so... Solar Power: https://arxiv.org/pdf/2107.13875.pdf ▬▬ Timestamps ▬▬▬▬▬▬▬▬▬▬▬ 00:00 Introduction 00:53 Temporal Graphs 02:25 Applications 03:30 Traffic Forecasting Example 08:01 Temporal GNNs 11:11 Variants/Papers 12:40 Dynamic Graphs 14:00 Outro ▬▬ Support me if you like 🌟 ►Link to this channel: https://bit.ly/3zEqL1W ►Support me on Patreon: https://bit.ly/2Wed242 ►Buy me a coffee on Ko-Fi: https://bit.ly/3kJYEdl ▬▬ My equipment 💻 Microphone: https://amzn.to/3DVqB8H Microphone mount: https://amzn.to/3BWUcOJ Monitors: https://amzn.to/3G2Jjgr Monitor mount: https://amzn.to/3AWGIAY Height-adjustable table: https://amzn.to/3aUysXC Ergonomic chair: https://amzn.to/3phQg7r PC case: https://amzn.to/3jdlI2Y GPU: https://amzn.to/3AWyzwy Keyboard: https://amzn.to/2XskWHP Bluelight filter glasses: https://amzn.to/3pj0fK2