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SapientML
✓ verifiedFreemium
Open-source Python AutoML library that quickly generates machine learning pipelines by learning from human-written solutions.
1.3K saves
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Lightning AI
✓ verifiedFreemium
Cloud platform from the makers of PyTorch Lightning for building, training and deploying AI in browser-based GPU Studios.
467K visits/mo3.8K saves
Pricing
Free: $0 (open-source pip package)
No public pricing
Core features
- ✦Pip-installable Python package
- ✦Pipeline generation learned from prior human-written solutions
- ✦Fast generation by pruning implausible pipeline combinations
- ✦Transparent, human-readable generated code with explanations
- ✦Based on peer-reviewed ICSE 2022 research
- ✦Browser-based Lightning Studios with on-demand GPUs
- ✦PyTorch Lightning training framework
- ✦Model training, fine-tuning and deployment
- ✦Collaborative, shareable ML environments
- ✦Scalable multi-GPU/multi-node compute
Use cases
- →Quickly building a baseline ML pipeline for a new dataset
- →Automating pipeline selection without manual trial-and-error
- →Learning how a generated model pipeline works via readable code
- →Prototype and train ML models in the cloud
- →Fine-tune and deploy foundation models
- →Run reproducible AI experiments collaboratively
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