PyTorch, ANNs & LMs

Slides from the second lecture introducing PyTorch, artificial neural networks (ANNs), formally introducing language models (LMs) and introducing recurrent neural networks can be found here.

Additional materials

If you want to dig a bit deeper, here are two (optional!) readings, a general textbook on deep learning and the paper that first introduced backpropagation for training neural networks:

• Goodfellow, Bengio & Courville (2016) Deep learning (textbook)

• Rumelhart et al. (1986) Learning representations by back-propagating errors