I have uploaded numpy tuts which includes start to end all numpy opearations which can help you understanding numpy in detail.
Sagarlatake/Numpy-End-to-End-in-detail
Repository contains the detailed implementation of numpy with each and every required functions. A beginer data scientist can start learning numpy using this notebook.
Jupyter Notebook