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The repository provides an in-depth analysis and forecast of a time series dataset as an example and summarizes the mathematical concepts required to have a deeper understanding of Holt-Winter's model. It also contains the implementation and analysis to time series anomaly detection using brutlag algorithm.
Capstone Project 4th year - Computing and IT - Welcome to the Crime Rate Forecasting in Ireland repository! This project focuses on predicting crime rates in specific areas across Ireland using time series forecasting models.
Content: Unsupervised ML, Time Series analysis, Exponential Smoothing, Single Exponential smoothing, Holt Model, Holt Winter model, ARIMA model
Content: Peformed EDA on Decathlon 2009-2011 dataset, preprocessed & cleaned the data, analysed critical KPIs & forecasted sales for the coming year using Triple exponential (Holt_winter) model.