Sales Forecasting Project

Why this project is helpful ?

Real-World Relevance

• This project is closely related to real-world tasks for professionals working in the field of data science.

Skills Learned Through This Project:

• Build and Deploy a Data Analysis Project: Learn to set up and execute a complete data analysis project.
• Time Series Data Processing: Handle time series data using Pandas.
• Data Visualization: Create visual representations of data with Matplotlib.
• Feature Engineering for Forecasting Models: Learn how to create features to build forecasting models with time series data.
• High-Accuracy AI Models: Develop high-accuracy forecasting models using LightGBM.
• Model Optimization: Use Optuna to find optimal hyperparameters for your models.
• Feature Importance Analysis: Utilize the SHAP library to evaluate feature importance.

Who can learn from this project ?

• Individuals interested in data analysis and data science, especially those working in business and sales.
• Those with basic programming skills looking to expand their knowledge in data analysis.