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Hello @iDron,
Indeed, that made a huge difference. After setting the batch size to high numbers (250, 500, 1000), I was able to see the real power of the GPU acceleration. I also found a comment from an engineer of Apple where suggest the same thing. Please refer to this post for the answer, where it suggest that on small batches the training on CPU may be faster.