/deep-learning-data-institute

Repo for the course "Fundamentals of Deep Learning with Pytorch"

Primary LanguageJupyter Notebook

deep-learning-data-institute

Repo for the course "Fundamentals of Deep Learning with Pytorch"

Syllabus (subject to change)

  • Lesson 1: review of machine learning, intro to pytorch
  • Lesson 2: tabular data, neural networks, effective training of neural networks
  • Lesson 3-4: text classification, word embeddings, convolutional neural networks for text, recurrent neural networks, seq2seq networks, seq2seq with attention
  • Lesson 5-6: image classification, convolutional neural networks, data augmentation, transfer learning
  • Lesson 7: image captioning, BERT / transformers