TPOT

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 GNU LGPL license.

🎯 Use Cases

Automating feature engineering for predictive modeling Optimizing hyperparameters for classification tasks Comparing multiple ML models for a given dataset Speeding up prototyping in machine learning projects

⚖️ Pros & Cons

✅ Pros

Fully open-source and customizable
Reduces manual effort in model selection and tuning
Integrates seamlessly with scikit-learn

❌ Cons

Can be computationally expensive for large datasets
Limited to scikit-learn compatible models and features
Genetic programming approach may not always find the optimal solution

Overview

TPOT is an open-source AutoML tool that automates the machine learning pipeline process, including feature selection, model selection, and hyperparameter tuning, using genetic programming. It is built on top of scikit-learn and is designed to optimize machine learning workflows with minimal human intervention.

Problem It Solves

It eliminates the need for manual trial-and-error in selecting and tuning machine learning models, saving time and improving model performance.

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 TPOT, an AI assistant. Help the user accomplish their task efficiently.

Tools & Technologies

LLM APIs Python

Alternatives

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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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