scikit-learn#

Demand prediction and Optimization with scikit-learn & Amplpy#

Notebooks > Demand prediction and Optimization with scikit-learn & Amplpy
predict_demand_simple.ipynb Open In Colab Open In Deepnote Open In Kaggle Open In Gradient Open In SageMaker Studio Lab
Description: In this notebook, we will:
Tags: amplpy, machine-learning, scikit-learn, gurobi
Author: Marcos Dominguez Velad (31 notebooks) <marcos@ampl.com>

Predicting and Optimizing Avocado Sales with Python + Amplpy#

Notebooks > Predicting and Optimizing Avocado Sales with Python + Amplpy
predict_avocado.ipynb Open In Colab Open In Deepnote Open In Kaggle Open In Gradient Open In SageMaker Studio Lab
Description: In this notebook, we explore a real-world example of demand estimation and supply optimization using a Kaggle dataset on avocado sales. We start by training a machine learning model to estimate demand and then formulate and solve an optimization model in AMPL to maximize revenue while minimizing waste and transportation costs.
Tags: scikit-learn, machine-learning, price-prediction, forecast, gurobi, amplpy, kaggle
Author: Marcos Dominguez Velad (31 notebooks) <marcos@ampl.com>