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  ## Model description
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  This model is a BERT model that was trained on a list of 50k SMILES. The SMILES were sourced from BindingDB and the compounds bind to certain proteins
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- with some affinity. The purpose of this model was to provide a model which can then be fine-tuned for other tasks in which SMILES data can be useful.
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  ## Intended uses & limitations
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  ## Model description
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  This model is a BERT model that was trained on a list of 50k SMILES. The SMILES were sourced from BindingDB and the compounds bind to certain proteins
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+ with some affinity. The purpose of this model was to provide a model that understands SMILES which can then be fine-tuned for other tasks in which SMILES data can be useful e.g. bind affinity prediction, classification, etc.
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  ## Intended uses & limitations
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