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Udemy - Forecasting Sales With Time Series, Lightgbm and Random Forest

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1.5 GB
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Files
27
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Other
Added
02/15/24 at 4:42pm GMT+1
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Description
[ DevCourseWeb.com ] Forecasting Sales With Time Series, Lightgbm & Random Forest



If You Need More Stuff, kindly Visit and Support Us -->> https://DevCourseWeb.com







Published 2/2024

MP4 | Video: h264, 1920x1080 | Audio: AAC, 44.1 KHz

Language: English | Size: 1.52 GB | Duration: 3h 1m



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 model’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



Requirements

No previous experience in sales forecasting is required

Basic knowledge in Python and statistics



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We upload these learning materials for the people from all over the world, who have the talent and motivation to sharpen their skills/ knowledge but do not have the financial support to afford the materials. If you like this content and if you are truly in a position that you can actually buy the materials, then Please, we repeat, Please, Support Authors. They Deserve it! Because always remember, without "Them", you and we won't be here having this conversation. Think about it! Peace...



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File list
  • Udemy - Forecasting Sales With Time Series, Lightgbm and Random Forest
  • ~Get Your Files Here !/1 - Introduction/1 - Introduction to the Course.mp4 63 MB
  • ~Get Your Files Here !/1 - Introduction/2 - Forecasting-Sales-with-Time-Series.pptx 1.3 MB
  • ~Get Your Files Here !/1 - Introduction/2 - Table of Contents.mp4 26.4 MB
  • ~Get Your Files Here !/1 - Introduction/3 - Whom This Course is Intended for.mp4 17.9 MB
  • ~Get Your Files Here !/10 - Customer Segmentation Analysis/13 - Customer Segmentation Analysis.mp4 105.8 MB
  • ~Get Your Files Here !/11 - Analyzing Order Fulfilment Efficiency/14 - Analyzing Order Fulfilment Efficiency.mp4 60.6 MB
  • ~Get Your Files Here !/12 - Analyzing Sales Performance Trend/15 - Analyzing Sales Performance Trend.mp4 90.3 MB
  • ~Get Your Files Here !/13 - Forecasting Sales with ARIMA/16 - Forecasting Sales with ARIMA.mp4 140.5 MB
  • ~Get Your Files Here !/14 - Forecasting Sales with SARIMA/17 - Forecasting Sales with SARIMA.mp4 80.9 MB
  • ~Get Your Files Here !/15 - Forecasting Sales with LightGBM/18 - Forecasting Sales with LightGBM.mp4 192.6 MB
  • ~Get Your Files Here !/16 - Forecasting Sales with Random Forest/19 - Forecasting Sales with Random Forest.mp4 58.2 MB
  • ~Get Your Files Here !/17 - Forecasting Sales with LSTM/20 - Forecasting Sales with LSTM.mp4 180.9 MB
  • ~Get Your Files Here !/18 - Calculating Mean Absolute Error Conducting Residual Analysis/21 - Calculating Mean Absolute Error Conducting Residual Analysis.mp4 47.2 MB
  • ~Get Your Files Here !/19 - Conclusion Summary/22 - Conclusion Summary.mp4 25.7 MB
  • ~Get Your Files Here !/2 - Tools IDE and Datasets/4 - Tools IDE and Datasets.mp4 135.4 MB
  • ~Get Your Files Here !/3 - Introduction to Sales Forecasting/5 - Introduction to Sales Forecasting.mp4 19.4 MB
  • ~Get Your Files Here !/4 - How Time Series Forecasting Model Works/6 - How Time Series Forecasting Model Works.mp4 117.5 MB
  • ~Get Your Files Here !/5 - Factors That Can Contribute to Sales Performance/7 - Factors That Can Contribute to Sales Performance.mp4 22.9 MB
  • ~Get Your Files Here !/6 - Setting Up Google Colab IDE/8 - Google Colab IDE.txt 34 B
  • ~Get Your Files Here !/6 - Setting Up Google Colab IDE/8 - Setting Up Google Colab IDE.mp4 30.8 MB
  • ~Get Your Files Here !/7 - Finding Downloading Sales Report Dataset From Kaggle/9 - Finding Downloading Sales Report Dataset From Kaggle.mp4 52.3 MB
  • ~Get Your Files Here !/7 - Finding Downloading Sales Report Dataset From Kaggle/9 - Kaggle.txt 23 B
  • ~Get Your Files Here !/8 - Project Preparation/10 - train.csv 2 MB
  • ~Get Your Files Here !/8 - Project Preparation/10 - Uploading Sales Report Dataset to Google Colab.mp4 8.1 MB
  • ~Get Your Files Here !/8 - Project Preparation/11 - Quick Overview of Sales Report Dataset.mp4 52.9 MB
  • ~Get Your Files Here !/9 - Cleaning Dataset by Removing Missing Values Duplicates/12 - Cleaning Dataset by Removing Missing Values Duplicates.mp4 20.2 MB
  • ~Get Your Files Here !/Bonus Resources.txt 386 B

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