Completion requirements
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Software
Software suites containing a variety of machine learning algorithms include the following:
Free and open-source software
- Caffe
- Deeplearning4j
- DeepSpeed
- ELKI
- Google JAX
- Infer.NET
- Keras
- Kubeflow
- LightGBM
- Mahout
- Mallet
- Microsoft Cognitive Toolkit
- ML.NET
- mlpack
- MXNet
- OpenNN
- Orange
- pandas (software)
- ROOT (TMVA with ROOT)
- scikit-learn
- Shogun
- Spark MLlib
- SystemML
- TensorFlow
- Torch / PyTorch
- Weka / MOA
- XGBoost
- Yooreeka
Proprietary software with free and open-source editions
- KNIME
- RapidMiner
Proprietary software
- Amazon Machine Learning
- Angoss KnowledgeSTUDIO
- Azure Machine Learning
- IBM Watson Studio
- Google Cloud Vertex AI
- Google Prediction API
- IBM SPSS Modeler
- KXEN Modeler
- LIONsolver
- Mathematica
- MATLAB
- Neural Designer
- NeuroSolutions
- Oracle Data Mining
- Oracle AI Platform Cloud Service
- PolyAnalyst
- RCASE
- SAS Enterprise Miner
- SequenceL
- Splunk
- STATISTICA Data Miner