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Forecasting With Deep Learning

Introduction

Introduction to Time Series Analysis
Intro to Time Series Forecasting and Evaluation

Univariate Forecasting

Baselines, Prophet and NeuralProphet
PyTorch Forecasting - NBEATS
PyTorch Forecasting - NBEATS, DeepAR
Rolling Cross Validation for Monthly CPI Forecasting

Multivariate Forecasting

Multivariate Forecasting with DeepAR
Multivariate Forecasting with NBEATS
Multivariate quantiles and long horizon forecasting with N-HiTS

Multivariate Long Sequence Timeseries Forecasting

Multivariate Forecasting Long Sequence Time Series with Autoformer
Multivariate Forecasting Long Sequence Time Series with NHITS

Appendix

Datasets Description

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By Vector Institute

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