Giter Club home page Giter Club logo

sales_forecasting's Introduction

Sales forecasting

Introduction

Sales forecasts help make informed decisions about everything from staffing and inventory to new product lines and potential marketing efforts. Sales forecasting allows sales managers and reps to spot potential issues and gives you time to avoid or alleviate them.

Here, Machine Learning project was developed for predicting sales Delivery Club. The predictions were made with classic ML models (Random Forest, GradBoost, Linear Regression, etc.).

Data

Dataframe contained information about the date, weather conditions, product types, stores, and their locations. The history of the sales for previous 7 months is available for delivery shops in 10 cities.

Files

  • sales_forecasting.ipynb - Main notebook with description of the project, code, graphs, and comments.
  • sales_forecasting_supplementary.ipynb - Additional code needed to convert the notebook to web-page.
  • data - directory, that contains dataframes, used in the project.
    • train.csv - train dataframe, used for training ML models.
    • test.csv - test dataframe, used for predictions.
    • public_data.zip - contains two dataframes (train.csv and test.csv) in a single zipfile.

sales_forecasting's People

Contributors

konstantinburkin avatar

Stargazers

 avatar

Watchers

 avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.