I have experience with data labeling through personal AI and machine learning projects
I have experience with data labeling through personal AI and machine learning projects. I have prepared and annotated datasets for tasks such as text classification, sentiment analysis, and image classification by cleaning data, assigning labels, validating annotations, and organizing datasets for model training and evaluation. I have also created synthetic datasets and manually reviewed model outputs to improve data quality and training accuracy. While this experience comes from personal projects rather than commercial data labeling work, it has given me a solid understanding of annotation quality, consistency, and the importance of accurate labels for building reliable AI models.