Python Data Science Resources

  1. Python Data Science Handbook by Jake VanderPlas

This website contains the full text of the Python Data Science Handbook by Jake VanderPlas; the content is available on GitHub in the form of Jupyter notebooks.

  1. Data Mining Techniques

Neural Network and Deep Learning Resources

  1. Dive into Deep Learning

This is an interactive open-source book with codem math, and discussions drafted in Jupyter Notebooks. Interactive website helps to learn by doing. Implementations of all neural network architectures with PyTorch, NumPy/MXNet, and TensorFlow.

NLP Resources

  1. NLP 101: Word2Vec — Skip-gram and CBOW

Very rightly stated by author Ria Kulshrestha. This post is “A crash course in word embedding.”