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Carter Rees, PhD's Projects

airbnb-dynamic-pricing-optimization icon airbnb-dynamic-pricing-optimization

[BA project] Dynamic Pricing Optimization for Airbnb listing to optimize yearly profit for host. Use Clustering for competitive analysis, kNN regression for demand forecasting, and find dynamic optimal price with Optimization model.

airbnb-pricing-optimization icon airbnb-pricing-optimization

This project aims to develop a smart pricing tool for the hosts of Airbnb, in order to maximize profit. Application-specific feature engineering and a "Meta holdout scheme with OOF meta-features" architecture took place in the pricing ML pipeline

airbnbpriceprediction icon airbnbpriceprediction

Training and Testing a Set of Machine Learning/Deep Learning Models to Predict Airbnb Prices for NYC

docs icon docs

TensorFlow documentation

e2e-mlops icon e2e-mlops

Demo repository implementing an end-to-end MLOps workflow on Databricks. Project derived from dbx basic python template

hacker icon hacker

Hacker is a Jekyll theme for GitHub Pages

m5-methods icon m5-methods

Data, Benchmarks, and methods submitted to the M5 forecasting competition

personal icon personal

Contains Jupyter Notebooks of stuff I am working on.

research_in_python icon research_in_python

This repository includes all the data analyses I carry out for my general exams reading, Spring 2015

shapash icon shapash

Shapash makes Machine Learning models transparent and understandable by everyone

shifted_beta_geometric_py icon shifted_beta_geometric_py

An implementation of the shifted-beta-geometric (sBG) model from Fader and Hardie's "How to Project Customer Retention" (2006)

tpot icon tpot

A Python Automated Machine Learning tool that optimizes machine learning pipelines using genetic programming.

workshop icon workshop

AI and Machine Learning with Kubeflow, Amazon EKS, and SageMaker

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