Weaving is the artist’s way of keeping their culture alive and honoring nature. Interested in Oaxaca’s weaving tradition, extensive research in Teotitlán del Valle, a small village that retains its Zapotec culture and language, began. The weavers of Teotitlán del Valle reproduce the intricate, ancient designs of their ancestors via a combination of mental recall and memory. Printed plans are unnecessary, as these motifs have been passed down through countless generations and practiced as a way of life for both men and women from an early age. In an effort to create a new, unique weaving pattern, I implemented a GAN with over 10,000 pictures of Zapotec patterns and weaving tools.