Upgini
Automated data & feature enrichment for machine learning
Pricing
See website
Flat rate
Adoption
→StableLicense
Open Source
Data freshness
—Overview
What is Upgini?
Upgini is a free automated library that enriches your training dataset with accuracy-improving features from public and community-shared sources, enhancing the performance of machine learning models.
Key differentiator
“Upgini stands out by automating the search and integration of accuracy-improving features from a wide range of public and community-shared datasets, making it easier for developers to enhance their machine learning models.”
Capability profile
Strength Radar
Honest assessment
Strengths & Weaknesses
↑ Strengths
Fit analysis
Who is it for?
✓ Best for
Projects where manual feature engineering is time-consuming or impractical
Developers looking to quickly improve model accuracy without extensive data preparation
Research teams needing to explore a wide range of features for their models
✕ Not a fit for
Real-time applications requiring immediate feature updates
Scenarios with strict privacy requirements where public data sources cannot be used
Cost structure
Pricing
Free Tier
None
Starts at
See website
Model
Flat rate
Enterprise
None
Performance benchmarks
How Fast Is It?
Ecosystem
Relationships
Alternatives
Next step
Get Started with Upgini
Step-by-step setup guide with code examples and common gotchas.