Published onJanuary 24, 2025Measuring Cannibalization and Optimizing for Product PortfoliooptimizationbayesianpricingeconometricsExploring price and cross elasticities in product portfolios, measuring cannibalization effects and optimizing for product portfolio profits
Published onDecember 6, 2024Hierarchical Modeling for Improving Causal Estimate Robustnesscausal-inferencebayesianpricingeconometricstime-seriesCompare multiple product elasticity estimates obtained from separate individual models vs. a single hierarchical model.
Published onNovember 19, 2024Synthesizing Cross Elasticity Dataset for Researchsynthetic-datapricingtime-seriesSynthesize a time series dataset that can be used for modeling both price and cross elasticity of demand, and for optimizing product portfolios.
Published onOctober 11, 2024Hyperparameter Tuning using Ray Tune Search Algorithms: Bayesian Optimization and HyperOptmlopswandbrayhyperparameter-tuningUsing Bayesian Optimization and HyperOpt on Ray Tune to optimize models.
Published onSeptember 7, 2024Experiment Tracking and Versioning with WandBmlopsmachine-learningwandbrayTuning models often involves making tweaks and running experiments over and over again. Track changes and version control experiments using WandB.