Traffic Forecasting with Pytorch Geometric Temporal

▬▬ Code ▬▬▬▬▬▬▬▬▬▬▬▬ Colab Notebook: https://colab.research.google.com/drive/132hNQ0voOtTVk3I4scbD3lgmPTQub0KR?usp=sharing Tensorflow time-series tutorial: https://www.tensorflow.org/tutorials/structured_data/time_series ▬▬ Papers ▬▬▬▬▬▬▬▬▬▬▬▬ Pytorch Geometric Temporal: https://arxiv.org/pdf/2104.07788.pdf Diffusion Convolutional Recurrent Neural Network: A3TGCN: https://arxiv.org/pdf/2006.11583.pdf ▬▬ Used Music ▬▬▬▬▬▬▬▬▬▬▬ Music from Uppbeat (free for Creators!): https://uppbeat.io/t/genuine-colour/trevors-map License code: ONW3ZGTQBAPMEEFQ ▬▬ Used Videos ▬▬▬▬▬▬▬▬▬▬ Everything is from Pexels ▬▬ Timestamps ▬▬▬▬▬▬▬▬▬▬▬ 00:00 Introduction 00:28 Pytorch Geometric Temporal Overview 01:47 Installation / Setup 02:14 Metropolitan LA Dataset 03:23 Time-series Forecasting Basics 05:37 PyGT Time-Series Datasets 08:55 Traffic Data Visualization 09:38 Temporal Train-Test Split 10:09 Temporal GNN Model 12:12 Single-shot and Autoregressive models 14:46 Training 15:24 Model Evaluation ▬▬ 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