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Forecasting Sales with Time Series, LightGBM & Random Forest-Udemy Coupon

Forecasting Sales with Time Series, LightGBM & Random Forest-Udemy Coupon

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manocat

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Forecasting Sales with Time Series, LightGBM & Random Forest​

Learn how to build sales forecasting models using Time Series, ARIMA, SARIMA, LightGBM, Random Forest, and LSTM

What you'll learn​

  • Learn how to build sales forecasting model using ARIMA, SARIMA, LightGBM, Random Forest, and LSTM
  • Learn how to conduct customer segmentation analysis
  • Learn how to analyze sales performance trend
  • Learn how to evaluate forecasting modelā€™s accuracy and performance by calculating mean absolute error and conduct residual analysis
  • Learn how time series forecasting model work. This section will cover data collection, preprocessing, train test split, model selection, and model training
  • Learn about factors that can contribute to sales performance, such as seasonal trends, market saturation and supply chain efficiency
  • Learn how to find and download datasets from Kaggle
  • Learn how to clean dataset by removing missing rows and duplicate values
  • Learn how to analyze order fulfilment efficiency
  • Learn the basic fundamentals of sales forecasting
 

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