Traffic Forecasting with Pytorch Geometric Temporal
DeepFindr DeepFindr
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 Published On Dec 9, 2021

▬▬ Code ▬▬▬▬▬▬▬▬▬▬▬▬
Colab Notebook: https://colab.research.google.com/dri...

Tensorflow time-series tutorial: https://www.tensorflow.org/tutorials/...

▬▬ 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/t...
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


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