Articles for tag: AI, Data Augmentation, Data Scarcity, Data Science, Machine Learning, Niche AI, Synthetic Data, Transfer Learning

Overcoming Data Scarcity for Niche AI Applications (Future Solutions)

Overcoming Data Scarcity for Niche AI Applications: Future Solutions Data is the lifeblood of artificial intelligence. The more data an AI model has, the better it can learn and perform. However, many niche AI applications suffer from data scarcity, meaning they lack the large, high-quality datasets needed for effective training. This article explores the challenges of data scarcity in niche AI and discusses potential solutions for the future. The Challenge of Data Scarcity Niche AI applications, by their very nature, deal with specific and often uncommon problems. This means that the data required to train these AI models is not