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ds-final-capstone-project's Introduction

Data Science Capstone Project

data_science_cycle

Project description

Market and customer analysis of e-commerce channels with AI to determine advertising campaigns

Predicting customer shopping behaviour on the Google Merchandise Store during a specific timeperiod.

Google_Merchandise_Store_Analysis

Companies need to take a closer look at their customer base in order to launch targeted marketing campaigns. Machine lerarning helps to effectively analyze characteristics such as access device, demographic information, surfing / consumer behavior & media usage and to derive forecasts.

AI-powered models and analytics insights to help advertisers determine the best campaigns across different e-commerce advertising channels at specific times for their customers behavior to maximize customer revenue.

Dataset

Download the datasets and place it in the subfolder ๐Ÿ“ data โ—

โ˜๏ธ https://drive.google.com/file/d/1yKfVN6l4Ge4F6xftLhcVwAuqOuez8PvP/view?usp=sharing

Environment

  • Use the requirements file in this repo to create a new environment. For this you can either use make setup or the following commands:

    pyenv local 3.8.5
    python -m venv .venv
    source .venv/bin/activate
    pip install --upgrade pip
    pip install -r requirements.txt
    pip install pycaret
    python3 -m pip install nb-clean
    

Note(s)

Cleanup jupyter notebooks before push to GitHub:

jupyter nbconvert --clear-output --inplace my_notebook.ipynb

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