Food Demand Forecasting for Food Delivery Company using IBM Cloud

The main aim of this project is to create an appropriate machine learning model to forecast then number of orders for the next ten weeks

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  • ( 77 )
  • guided-inn1
    8 Hrs
  • guided-inn1
    Basic

INR 2499

Only
Project Description

Project Descreption

A food delivery service has to deal with a lot of perishable raw materials which makes it all, the most important factor for such a company is to accurately forecast daily and weekly demand. Too much inventory in the warehouse means more risk of wastage, and not enough could lead to out-of-stocks - and push customers to seek solutions from your competitors. The replenishment of majority of raw materials is done on weekly basis and since the raw material is perishable, the procurement planning is of utmost importance, the task is to predict the demand for the next 10 weeks.

The main aim of this project is to create an appropriate machine learning model to forecast then number of orders to gather raw materials for next ten weeks. To achieve this, we should know the information about of fulfilment center like area, city etc., and meal information like category of food sub category of food price of the food or discount in particular week. By using this data, we can use any classification algorithm to forecast the quantity for 10 weeks. A web application is built which is integrated with the model built.


Architecture







Project Activities

Skills you will develop

  • Python
  • Python Web Frame works
  • Python For data Visualization
  • Data Preprocessing Techniques

Mentor

pradeepthi duggaraju
pradeepthi duggaraju

AI Developer

Mentor Rating star-fill4.8 / 5 (6)

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SYED RAZA

American University of Sharja, Sharja,UAE

It was a fruitful experience. A clear road map was provided to follow throughout the project along with an in-depth introduction of the packages required. The guided labs were extremely helpful and easy to follow.

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Harshitha Josyula

GITAM University,Hyderabad, India

The Guided Projects were not only based on solving real world problems but were also really informative, the smartinternz platform has each and every step in detail and even though if we were stuck at any point the Mentors would help us to resolve all our queries. overall it was a great experience.

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Anuraag Moharana

College of Engineering and Technology, Bhubaneswar, Odisha, India

I took Part of Aritificial Intelligence Guided Project from Smartinternz, it was a wonderful experience and highly motivating, It's a very innovative and smart platform for internships. It provides smarter ways of guiding and interacting with participants and educating through guided labs and projects. It really helped me in giving a boost to my career.