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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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Datasets Description

Datasets Description#

Load data files
Visualize data coverage for key features
Build main data frame
Load weather data and station metadata
Visualize locations of included weather stations
Data visualization
Selecting feature subsets
Selecting location subsets
M5 Data Preparation
Aggregate time series visualization

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By Vector Institute

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