budget-allocation 开源项目推荐（34 个）

facebookexperimental /Robyn

Robyn是Meta Marketing Science的一个实验性、AI/ML驱动的开源营销组合建模（MMM）包。我们的使命是使建模知识民主化，通过创新激励行业，减少建模过程中的人为偏见，并建立一个强大的开源营销科学社区。

smmalik98 /MMM-PyMC3-Marketing

Marketing Mixed Modelling using PyMC3-Marketing

tk-yasuno /dql-bridge-maintenance

A deep reinforcement learning system for optimizing bridge maintenance decisions across municipal infrastructure fleets, implementing cross-subsidy budget sharing and cooperative multi-agent learning.

oguzgn /budget-checker-for-campaign-budget-allocation

This project focuses on modeling campaign performance data for Looker, helping determine which campaigns to scale up or cut back. It aggregates metrics over the last 7 and 30 days, providing actionable insights for budget optimization and performance improvement.

alifaguslerian /Smart-Village-RekaDesa

A decision support system for village budget allocation and priority scoring before Musyawarah Desa. Built with FastAPI, React, and TypeScript.

UlrikErlingsen /marketing-mix-allocation

Alloc Signal — open marketing response & budget allocation. Saturating response curves, constrained optimization, marginal return, and a pooled/FE/RE panel-evidence workspace with Hausman comparison. Streamlit, local-first.

Marylink27 /purchase-budget-allocation

Распределение закупочного бюджета по 4 SKU с учётом сроков поставки: анализ AS IS, сценарии, перебор 102 257 планов заказа и рекомендация собственнику. Модель в Excel и симуляция на Python

marketing-mix-modeling /unified-mmm

Open-source unified MMM interface

Jew-Yeah /hierarchical-mmm-probabilistic

Маркетинговая аналитика: оптимизация рекламного бюджета по каналам Flow и Stock

hamid-digitalmarketer /ai-marketing-mix-copilot

Production-grade Bayesian Marketing Mix Modeling (MMM) & Causal Incrementality Copilot with Multi-Agent Orchestration and Human-in-the-Loop Governance.

joelvarun /passfloor

Budget-aware certification of which agent-eval tasks clear a reliability floor. At 5 repeats per task a uniform eval certifies zero tasks at 95 percent simultaneous confidence; a thresholding-bandit allocation certifies 79 of 200 on the same budget, and cuts wrong reliability verdicts from 14.9 to 9.5.

AAH20 /causal-attribution

Game-Theoretic Causal Attribution & Multi-Touch Budget Allocation Engine. Cooperative Shapley values, Doubly Robust ATE causal lift, and KKT convex budget optimizer equalizing marginal ROAS.

apoorvadudani /Promotion-Budget-Allocation-using-Linear-Maximization-Model

I use MS Excel to develop a linear maximization model for allocating a fine dining restaurant's promotion budget across Facebook, Groupon, and Yelp to maximize audience exposure while adhering to budgetary and service capacity constraints.

edan-ais /Performance-Review

A responsive budget allocation Power Apps mockup with a Power Automate integration and SharePoint synchronization for managing employee performance reviews.

dhruvharlalka0809-arch /customer-segmentation-campaign-roi-dashboard

Marketing analytics dashboard for customer segmentation, CAC/LTV, campaign ROI, payback, funnel diagnostics, and budget reallocation recommendations.

king882tigerxnz /budget-plan-creator

budget planning AI automation tool

antonio-arbizzani-tonelli /adaptive-budget-allocation-online-learning

Online learning for advertising auctions with limited budgets and changing market conditions, implemented in Python.

CJX0712 /certiscale

CertiScale 衡证 · 可证明的推理时计算规模化：CITE × 验证器校准 e-process × 共享预算分配。Anytime-valid Type-I 错误可证，FDR 较 CITE 降 21-43×。作者：晨星

Jiwoo-Jung-AIS /IFC_Funding_Estimator

Flask-based machine learning app that estimates regional IFC funding using a blended regression model to generate quarterly predictions and manage regional constraints.

arpitamangal /marketing-mix-model

Determine the effectiveness of advertising activities on sales