A method and apparatus for predicting the toxicity of metal nanomaterials using the SVM technique are disclosed. A method for generating a toxicity prediction model of a metal nanomaterial according to an embodiment of the present invention includes: collecting attribute data for metal nanomaterials; Scoring attributes data for the metal nanomaterials based on the collected attributes data; And generating a toxicity prediction model for the metal nanomaterials through a predefined technique using the scored attributes data, wherein the step of generating the toxicity prediction model comprises generating a support vector machine (SVM) A toxicity prediction model for the metal nanomaterials can be generated.
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