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We introduce DeepForge, a gateway to deep learning for the scientific community. DeepForge is designed to lower the barrier to entry and facilitate the rapid development of deep learning models. Utilizing a cloud-based infrastructure, DeepForge facilitates rapid development by promoting reproducibility, collaboration and remote execution of machine learning pipelines. This represents an interdisciplinary approach to facilitating deep learning development as it leverages the strengths of Modeldoi:10.6084/m9.figshare.7092272.v1 fatcat:2fbm6gji4vbzbctis7em6bzqti