Developed PhytoFinder, a robust CNN for precise medicinal plant identification, using deep learning and transfer learning with pre-trained models for optimized performance. Trained the CNN on diverse plant datasets, enabling advanced feature extraction and creating a versatile tool essential for pharmacology and conservation.