Decision Making
Estimated reading time: 2 minutesFinance, Actuarial and Economic Modules:
| Repository | Description |
|---|---|
| Pyfolio | Is a Python library for performance and risk analysis of financial portfolios. |
| Pyliferisk | Is an open library written in python for life and actuarial calculation contracts, based on commonly used methodologies among actuaries (International Actuarial Notation). |
| Hark | Repository for microeconomic functions. |
| QuantEcon | Modern open source computational tools for economics, econometrics, and decision making |
| Notebooks | Notebooks contributed to QuantEcon |
Optimisation:
| Repository | Description |
|---|---|
| Google Optimisation | LP, MIP and CP optimisation. |
| Pypsa Power | Power System Analysis Examples. |
| Platypus | Multiobjective Optimisation. |
Computational Analysis:
| Repository | Description |
|---|---|
| Scikit-survival | A module for survival analysis. |
| Human Decision Making | Fitting human decision making using reinforcement learning, see repository. |
| Expertsys Decision Tree | Textual analysis of decision trees. |
| Model Interpretation | Digital book surveying multiple model interpretation techniques. |
| Lime Features | Local explainable surrogate values for feature explanation |
| Shapley Values | Features game theoretically interpreted based on their contribution to the target “payout”. |
| Six Pack A/B Test | Sixpack is a framework to enable A/B testing across multiple programming languages. |
| Flask A/B Test | Flask-Split is a Flask extension for A/B testing your web application. |
Strategy:
| Repository | Description |
|---|---|
| EMA Scenario Discovery | A notebook example on scenario discovery. |
| EMA Workbench | Examples of decision making under uncertainty. |
| PySD | Simulating System Dynamics Models in Python. |
| Marketing Datascience | A series of marketing data sets and notebooks. |
| Nashpy | A library for the computation of Nash equilibria in two player games. |
| Networkx | Network Analysis Package. |
Process:
| Repository | Description |
|---|---|
| Process Mining Software | Process mining package. |
| Comidor | Paid for business process management. |
| Processmaker | Process management. |
| Activiti | Activiti is a light-weight workflow and Business Process Management (BPM) Platform. |
| Bonita BPM | Paid for business process management. |
| Red Hat JBoss BPM Suite | Platform for creating cloud-native business automation applications and microservices. |
| Camunda | Workflow and decision automation platform. |