List: Time Series Analysis | Curated by Nikhil Gupta

Jan 30, 2024
50 stories
Time Series Analysis
In
Towards AI
by
Alexandre Warembourg
Introduction to Nixtla for Demand Forecasting.Through the M5 Demand Forecasting Competition, learn how to use the Nixtla forecasting package.
Dec 13, 2023
1
Dec 13, 2023
1
In
Towards AI
by
Alexandre Warembourg
A Long-Term Demand Forecasting Model Implementation Case Study with a Major RetailerExplore how I developed a core demand forecasting algorithm for ten countries, dealing with an average product sales history of 11 months…
Jan 8, 2024
2
Jan 8, 2024
2
In
TDS Archive
by
Davide Burba
Forecast Multiple Horizons: an Example with Weather DataPredict precipitations in Switzerland by using the forecasting horizon as a feature.
Aug 6, 2023
1
Aug 6, 2023
1
In
TDS Archive
by
Nicolas Vandeput
Do You Read Excel Files with Python? There is a 1000x Faster Way.In this article, I’ll show you five ways to load data in Python. Achieving a speedup of 3 orders of magnitude.
Jul 3, 2021
21
Jul 3, 2021
21
In
TDS Archive
by
Nicolas Vandeput
Do You Use Apply in Pandas? There is a 600x Faster WayBy leveraging vectorization and data types, you can massively speed up complex computations in Pandas
Aug 23, 2021
7
Aug 23, 2021
7
In
TDS Archive
by
Nicolas Vandeput
Do You Use XGBoost? There is a 200x Faster WayIn this article, I’ll show you four ways to train XGBoost. We’ll achieve a 200x speed-up compared to XGBoost by-default settings.
Jul 29, 2021
Jul 29, 2021
In
Artefact Engineering and Data Science
by
Youssef Oudghiri
Encoding categorical features in forecasting: are we all doing it wrong?A novel approach for encoding categorical variables, designed to enhance trend modeling, increase forecasting accuracy, and reduce bias.
Jun 28, 2023
2
Jun 28, 2023
2
In
Trusted Data Science @ Haleon
by
Leonidas Tsaprounis
Metrics for Distributional ForecastsHow to evaluate distributional/probabilistic time series forecasts in Python.
Feb 27, 2023
3
Feb 27, 2023
3
In
TDS Archive
by
Vitor Cerqueira
Time Series for Climate Change: Forecasting Energy DemandHow to use time series analysis and forecasting to tackle climate change
May 2, 2023
5
May 2, 2023
5
In
TDS Archive
by
Marco Cerliani
Forecast Time Series with Missing Values: Beyond Linear InterpolationComparing Alternatives to Handle Missing Values in Time Series
Oct 13, 2022
Oct 13, 2022
In
TDS Archive
by
Nikos Kafritsas
Time-Series Forecasting: Deep Learning vs Statistics — Who Wins?A comprehensive guide on the ultimate dilemma
Apr 5, 2023
17
Apr 5, 2023
17
Cuong Duong
facebook/prophet in 2023 and beyondSince Sean Taylor and Ben Letham open-sourced Prophet in 2017, it has remained a popular tool for forecasting time series, especially in…
Feb 26, 2023
2
Feb 26, 2023
2
In
TDS Archive
by
JZ Lu
Using Prophet after COVID? Read this first.
Jun 3, 2021
Jun 3, 2021
In
TDS Archive
by
Tyler Blume
Fixing Prophet’s Forecasting IssueStep 1: Constrain the Insane Trend
Jan 24, 2023
5
Jan 24, 2023
5
Nicolas Vandeput
An End-to-End Supply Chain Optimization Case Study: Part 1 Demand ForecastingThis is the first part of a supply chain optimization project focusing on demand planning. You can read the second part here.
Jan 11, 2023
2
Jan 11, 2023
2
In
Artefact Engineering and Data Science
by
Maxime Lutel
Sales forecasting in retail: what we learned from the M5 competitionOur review of recurrent issues encountered in a sales forecasting project, and how we handled them for the M5 competition.
Feb 3, 2021
5
Feb 3, 2021
5
In
TDS Archive
by
Marco Peixeiro
The Easiest Way to Forecast Time Series Using N-BEATSFrom theory to practice, learn how N-BEATS works and apply it in a real-life forecasting project using Python
Nov 23, 2022
6
Nov 23, 2022
6
In
TDS Archive
by
Nikos Kafritsas
N-BEATS : Time-Series Forecasting with Neural Basis ExpansionA Deep Learning model that provides accuracy and interpretability
Nov 25, 2022
2
Nov 25, 2022
2
In
TDS Archive
by
Marco Peixeiro
Theta Model for Time Series ForecastingA hands-on tutorial on how to apply the Theta model for time series forecasting in Python
Nov 2, 2022
3
Nov 2, 2022
3
In
TDS Archive
by
Ruan van der Merwe
Implementing Facebook Prophet efficientlyIf you have ever worked with time series predictions, I am quite sure you are well aware of the strains and pains that come with them. One…
Nov 14, 2018
20
Nov 14, 2018
20