Ongoing master's thesis titled "Enhancing LULC Classification Using Satellite Image Embeddings and Machine Learning in A Data-scarce Region: A Case Study of Timor-Leste". This study aims to provide a machine learning framework that can support LULC monitoring in data-limited region such as Timor-Leste.