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EvalML by Alteryx
New
AutoML platform for time-series forecasting and machine learning model optimization
Overview
An enterprise-grade AutoML solution that automates feature engineering, model selection, and hyperparameter tuning. Includes specialized support for time-series data, imbalanced datasets, and custom metrics.
Pros
- Open-source and free
- Time-series expertise
- Handles complex datasets
- Comprehensive pipeline generation
✕ Cons
- Steeper learning curve
- Smaller community than scikit-learn
Key Features
Automated feature engineering
Model selection
Hyperparameter optimization
Time-series forecasting
Data profiling
Pipeline generation
Use Cases
Time-series predictionModel performance optimizationAutomated machine learning pipelinesData science automation
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