Scientific Computation

Topics:

  • numpy

  • GPU computation (CuPy, torch or tensorflow). Consider that the gpus on Metis are usually free, CUDA based GPU-accelerated computing is worth to metion. The pacakge CuPy is easy to use. (2021-12-07, advice from Tao Jing)

  • scipy (optimization, differentiation, integration, interpolation, statistics)

  • pandas

  • sklearn

  • deep learning (keras or pytorch)