  We discuss recently emerging applications of the state-of-art deep learning
methods on optical microscopy and microscopic image reconstruction, which
enable new transformations among different modes and modalities of microscopic
imaging, driven entirely by image data. We believe that deep learning will
fundamentally change both the hardware and image reconstruction methods used in
optical microscopy in a holistic manner.
