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DSS Tools & Technologies

Explore the essential tools, frameworks, and platforms that support the development, deployment, and analysis of Decision Support Systems (DSS).

Jump to: Data Analysis | Optimization | Forecasting | Simulation | NLP & Text Analytics | MCDM | Machine Learning & AI | Data Visualization | Cloud & Deployment

📊 Data Analysis

Pandas

Data manipulation and analysis library with DataFrame support.

Official Site

NumPy

Numerical computing library for arrays, matrices, and math operations.

Official Site

⚙️ Optimization

SciPy

Scientific computing library including optimization routines for DSS.

Official Site

PuLP

Python library for modeling linear programming problems.

Official Site

🔮 Forecasting

Prophet

Time-series forecasting library with additive models from Facebook.

Official Site

Statsmodels

Statistical modeling and time-series analysis library for DSS applications.

Official Site

🎲 Simulation

SimPy

Discrete-event simulation library in Python.

Official Site

Salabim

Advanced discrete-event simulation library for Python.

Official Site

📝 NLP & Text Analytics

SpaCy

Industrial-strength NLP library for text processing in DSS.

Official Site

NLTK

Natural language toolkit for preprocessing and text analytics.

Official Site

📊 Multi-Criteria Decision Making (MCDM)

AHPy

Python library for Analytic Hierarchy Process (AHP) for DSS.

GitHub

PyDecision

Python library for multi-criteria decision-making analysis.

GitHub

🤖 Machine Learning & AI

Scikit-learn

Library for classical ML models integrated into DSS applications.

Official Site

TensorFlow

Open-source framework for AI-powered DSS modeling.

Official Site

PyTorch

Deep learning library for predictive DSS applications.

Official Site

📈 Data Visualization & Dashboards

Plotly Dash

Python framework for building interactive DSS dashboards.

Official Site

Bokeh

Interactive visualization library for DSS dashboards.

Official Site

Matplotlib / Seaborn

Classic Python libraries for statistical graphics and plots.

Matplotlib | Seaborn

☁️ Cloud & Deployment Platforms

Google Cloud AI Platform

Build, train, and deploy scalable ML-driven DSS models.

Official Site

AWS SageMaker

Full-service platform to train, deploy, and scale ML models in DSS.

Official Site

Microsoft Azure ML

Visual and script-based platform for deploying intelligent DSS apps.

Official Site