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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

Repository
Open issue

Index

By Vector Institute

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