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# TensorFlow RiemOpt
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```{figure} _static/usage.png
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:align: right
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:width: 300px
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```
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**TensorFlow RiemOpt** is a flexible, extensible library for Riemannian optimization and geometric deep learning in TensorFlow. It provides:
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- Riemannian manifold classes with associated exponential and logarithmic maps, geodesics, and transports
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- Riemannian optimizers (SGD, RMSProp, and adaptive methods such as Adam)

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