# Deep learning-based Raman spectroscopy qualitative analysis algorithm: A convolutional neural network and transformer approach

> Research article (Talanta, 2024) · cited 38× · AI/ML

**Wikidata**: [openalex:W4395449424](https://www.wikidata.org/wiki/openalex:W4395449424)  
**Source**: https://4ort.xyz/entity/deep-learning-based-raman-spectroscopy-qualitative-analysis-algorithm-a-convolutional-neural-network-and-transformer-app