Forecasting Sales with Time Series, LightGBM & Random Forest

Partner: Udemy
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Description: Welcome to Forecasting Sales with Time Series, LightGBM & Random Forest course. This is a comprehensive project based course where you will learn step by step on how to build sales forecasting models. This course is a perfect combination between machine learning and sales analytics, making it an ideal opportunity to enhance your data science skills. This course will be mainly concentrating on three major aspects, the first one is data analysis where you will explore the sales report dataset from multiple angles, the second one is to conduct customer segmentation analysis, and the third one is to build sales forecasting models using time series, LightGBM, Random Forest, LSTM, and SARIMA (Seasonal Autoregressive Integrated Moving Average). In the introduction session, you will learn the basic fundamentals of sales forecasting, such as getting to know forecasting models that will be used and also learn how sales forecasting can help us to identify consumer behavior. Then, in the next session, we are going to learn about the full step by step process on how time series forecasting works. This section will cover data collection, preprocessing, splitting the data into training and testing sets, selecting model, training model, and forecasting. Afterward, you will also learn about several factors that contribute to sales performance, for example, product quality, marketing strategies, seasonal trends, market saturation, supply chain efficiency, and macro economic factors. Once you have learnt all necessary knowledge about the sales forecasting model, we will start the project. Firstly you will be guided step by step on how to set up Google Colab IDE. In addition to that, you will also learn to find and download sales report dataset from Kaggle, Once, everything is ready, we will enter the main section of the course which is the project section The project will be consisted of three main parts, the first part is the data analysis and visualization where you will explore the dataset from various angles, in the seco
Category: Development > Data Science > Sales Forecasting
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Price: 19.99
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Source: Impact
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