ai-modified-yeast-promoter

NJU-China

October 21, 2023
ai-modified-yeast-promoter, pre-train-+-fine-tuning-paradigm, transfer-learning-scalability
foundational advance

NJU-China # Pymaker: AI modified yeast promoter # Data is the biggest obstacle in the application of artificial intelligence. For biotechnology, acquiring data means a significant investment of manpower, time, and financial resources. In reality, often only tens of thousands of data points are accessible, while high-performance AI requires data on a scale of at least a million. To cross over the gap of data requirement, we innovatively employed the paradigm of ‘pre-train + fine-tuning’, and aimed at the key component of synthetic biology—promoters. ...