astr4004

This repo collects slides, codes and data used for the last quater of ASTR4004/ASTR8004 - Astronomical Computing

• the slides for W10 on Neural Networks (W10-Neural_Networks.pdf)
• the jupyter notebooks for W10 on Neural Networks (neural-network-part[1-3].ipynb)
  • practice notebooks; and
  • answers
• the slides for W11 on Simulations (W11-Simulations.pdf)
• the jupyter notebooks for W11 on Simulations (simulations-part[1-4].ipynb)
  • practice notebooks; and
  • answers
• the slides for W12 on Inferences (W12-Inferences.pdf)
• the jupyter notebooks for W12 on Inference (inference-part[1-5].ipynb, neural-network-part[45].ipynb)
  • practice notebooks
  • answers
• MNIST dataset (MNIST_images.npy.gz and MNIST_labels.npy; remember to gzip -d MNIST_images.npy.gz)