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Data Science

Analytics environment with managed Spark, Jupyter notebooks, automated exploratory analysis, ML pipelines, and interactive dashboards — from raw data to production insight.

Launch Workbench View Capabilities

Analytics Stack

Data to insight. Accelerated.

Pre-configured analytics environments with GPU-backed compute and managed infrastructure.

📓

Jupyter & Notebooks

JupyterLab with GPU kernels, collaborative editing, and version-controlled notebooks.

⚡

Managed Spark

Auto-scaling Spark clusters with Delta Lake, structured streaming, and MLlib.

🔍

Automated EDA

AI-driven exploratory analysis: distributions, correlations, anomalies, and data quality.

📊

Dashboards

Interactive visualization with Plotly, Streamlit, and embedded BI components.

🔄

ML Pipelines

End-to-end pipelines: feature engineering, model training, evaluation, and deployment.

🗄️

Data Catalog

Discoverable datasets with lineage tracking, quality scoring, and governance metadata.

10x

Faster EDA

50+

Pre-built connectors

PB-scale

Data processing

100%

Reproducible

Workflow

Explore. Model. Deploy.

Connect

Ingest from databases, APIs, cloud storage, or streaming sources.

Explore

Automated EDA with AI-suggested transformations and feature engineering.

Model

Train, tune, and evaluate models with experiment tracking and comparison.

Deploy

One-click model serving, API generation, and monitoring dashboards.

Universal Workbench Capabilities

Available in the Nebula Cloud Universal AI Workbench

These capabilities ship inside the two Universal Workbench editions. Choose an edition and launch — no separate product to buy.

AI / ML Frameworks

GPU deep-learning frameworks and agentic AI tooling.

Application	Availability	Licence
CrewAI	Ubuntu	Built-in
Goose AI	Ubuntu	Built-in
Hermes	Ubuntu	Built-in
HuggingFace Transformers	Ubuntu	Built-in
JupyterLab	Ubuntu 4.6	Built-in
LangChain	Ubuntu	Built-in
PyTorch	Ubuntu 2.11	Built-in
TensorFlow	Ubuntu 2.21	Built-in

Data & Visualization

Databases and analytics/visualization tooling.

Application	Availability	Licence
PostgreSQL	Windows 17	Built-in
Tableau Public	Windows 2025.1	Built-in

Configure the Ubuntu 24.04 Universal Workbench