Instacart Basket Prediction

• Problem: Predict the Items Instacart Costumers Purchase
• Data: The Instacart Online Grocery Shopping Dataset

Files

• instacart-report.pdf: Report <--- Start here! This is a detailed description of the project.

• instacart-presentation.pdf: Slides <--- Slides provide a partial overview.

Notebooks

Execute in the order listed to respect the data flow.

1. instacart-exploratory-data-analysis.ipynb: Exploratory Data Analysis
2. instacart-feature-engineering.ipynb: Feature Engineering
   • instacart-lda-gridsearchcv-course.ipynb: Latent Dirichlet Allocation GridSearchCV Part 1: Coarse Search
   • instacart-lda-gridsearchcv-fine.ipynb: Latent Dirichlet Allocation GridSearchCV Part 2: Fine Search
3. instacart-random-forest-parametergrid-search.ipynb: Random Forest ParameterGrid Search
4. instacart-top-n-random-forest-model.ipynb: Top-$N$ Random Forest Model
5. instacart-prediction-explorer.ipynb: Prediction Explorer