article thumbnail

How to Use XGBoost for Time-Series Forecasting?

Analytics Vidhya

Introduction Time-series forecasting is a crucial task in various domains, including finance, sales, and energy demand. Accurate forecasting allows businesses to make informed decisions, optimize resources, and plan for the future effectively. appeared first on Analytics Vidhya.

article thumbnail

Time-Series Forecasting Using Attention Mechanism

Analytics Vidhya

Introduction Time-series forecasting plays a crucial role in various domains, including finance, weather prediction, stock market analysis, and resource planning. Accurate predictions can help businesses make informed decisions, optimize processes, and gain a competitive edge.

Insiders

Sign Up for our Newsletter

This site is protected by reCAPTCHA and the Google Privacy Policy and Terms of Service apply.

Trending Sources

article thumbnail

Perform time series forecasting using Amazon Redshift ML and Amazon Forecast

AWS Big Data

Many businesses use different software tools to analyze historical data and past patterns to forecast future demand and trends to make more accurate financial, marketing, and operational decisions. Forecasting acts as a planning tool to help enterprises prepare for the uncertainty that can occur in the future.

article thumbnail

IDC and Kuwait’s Central Agency for Information Technology will explore how CIOs embrace the AI era

CIO Business Intelligence

IDC forecasts annual spending on AI-centric systems worldwide will surpass 300 billion USD by 2026, while ICT spending in Kuwait will exceed 5.5 Supported by Kuwait’s Central Agency for Information Technology (CAIT), the summit will feature a distinguished lineup of speakers and thought leaders at the forefront of digital transformation.

article thumbnail

Is Data Analytics Ushering in the Modern Age of Weather Forecasting?

Smart Data Collective

Weather forecasting technology has grown from strength to strength in the last few decades. Gone are the days when you had to wait for the local news channel to share the weather forecasts for the next day. But if there’s one technology that has revolutionized weather forecasting, it has to be data analytics.

article thumbnail

What Are Rolling Forecasts?

Jedox

Rolling forecasts are a specific type of financial forecasting that use existing data to help predict aspects of business performance throughout the year. In this blog post, we explain what’s unique about this type of forecasting, how it works and why more and more companies are opting for rolling forecasts.

article thumbnail

Error Metrics: How to Evaluate Your Forecasts

Jedox

When considering the performance of any forecasting model, the prediction values it produces must be evaluated. An error metric is a way to quantify the performance of a model and provides a way for the forecaster to quantitatively compare different models 1. Where y’ is forecasted value and y is the true value.