EvalML

Open Source

AutoML Updated Feb 15, 2026

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Compared with 14 other AutoML agents Open source Self-hostable Updated Feb 2026

💰 Open Source 🔄 Updated Feb 2026 🖥️ Self-hostable

💰 Pricing

Open Source

Free to use under the BSD 3-Clause license.

🎯 Use Cases

Automated feature engineering and model selection for tabular data Optimizing ML pipelines for domain-specific performance metrics Rapid prototyping of machine learning models Educational tool for learning AutoML techniques

⚖️ Pros & Cons

✅ Pros

Domain-specific objective functions allow for tailored model optimization
Seamless integration with scikit-learn and other Python ML libraries
Transparent and customizable pipeline construction

❌ Cons

Primarily focused on tabular data, limiting applicability to other data types
May require domain expertise to fully leverage custom objective functions
Less GUI-driven compared to some commercial AutoML tools

Overview

EvalML is an open-source AutoML library that automates the process of building, optimizing, and evaluating machine learning pipelines. It specializes in using domain-specific objective functions to tailor models for specific business or research needs. The tool integrates with scikit-learn and provides a streamlined workflow for model selection and hyperparameter tuning.

Problem It Solves

It eliminates the manual effort of trial-and-error in selecting and tuning machine learning models, particularly for domain-specific tasks where standard metrics may not suffice.

Target Audience: Developers and teams working with automl automation.

Inputs

• User configuration
• API credentials (if required)
• Task parameters

Outputs

• Automated task results
• Status reports
• Generated content or actions

Example Workflow

1 User configures the agent with required parameters
2 Agent receives input data or trigger
3 Agent processes the request using its core logic
4 Agent interacts with external services if needed
5 Results are returned to the user

Sample System Prompt


              You are EvalML, an AI assistant. Help the user accomplish their task efficiently.

Tools & Technologies

LLM APIs Python

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FAQs

Is this agent open-source?: Yes
Can this agent be self-hosted?: Yes
What skill level is required?: Intermediate

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