/instacart

Primary LanguageJupyter NotebookMIT LicenseMIT

Machine Learning Project - Instacart

General infos

  • First evaluation on March 28 (Sunday) 23:59pm​
  • You need to provide at least one model with the task you want to solve!​
  • Not graded but feedback will be provided

Instacart infos and question to be solved

Instacart is an American company that operates a grocery delivery and pick-up service in the United States and Canada. The company offers its services via a website and mobile app. The service allows customers to order groceries from participating retailers with the shopping being done by a personal shopper.​

3 million orders made on the Instacart is available in the supermarket made by 206k users for 50k products. The supermarket information includes 134 aisles and 21 departments.​

What products the users are more likely to buy?

Recommendation system (Classification tesk) do it at user level user item pair (aggregate time series) Fine tune the model

Evalation criteria

  1. Business problem to machine learning problem​
  2. Explorative data analysis for generating features​
  3. Machine learning models​
  4. Evaluating machine learning models​
  5. Machine learning pipelines