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Table 4 An overall comparison between the three machine learning tools used in the predictions

From: Off-targetP ML: an open source machine learning framework for off-target panel safety assessment of small molecules

  Neural Networks (via Tensorflow) Random Forest H2O driverless AI AutoGluon Auto-Sklearn
Availability Open source Open source License required Open source Open source
Time consumption
(Subjective to model setting)
High Low High Low Low
Required skills - High data science skills required in R or Python - Basic data science skills required in R or Python - No data science skills required for the user- interface
- Minimum Python or R experience required to use the backend framework. (R/Python API client)
- Basic experience required in python - Basic experience required in python
Supported language R or Python R or Python R or Python Python only Python only