Data Analysis with Python

Environment Configuration

My Emacs's Configuration

• Python environment with Pipenv, Jupyter, and EIN
• emacs-ipython-notebook
• Turning emacs into a Python IDE

Jupyter Usage

如何优雅地使用 Jupyter

Jupyter NBExtensions 的安装配置：

pip install jupyter_nbextensions_configurator jupyter_contrib_nbextensions
jupyter contrib nbextension install --user
jupyter nbextensions_configurator enable --user

EIN Usage

确保在 python-mode 模式下：

• ein:jupyter-server-start 启动之后在浏览器访问 http://localhost:8888/tree ，就可以看到 Jupyter 页面
• ein:jupyter-server-stop
• ein:notebooklist-login 登陆授权，以便后续操作
• ein:notebook-open

Official Documentation

• pandas
• Statsmodels
• Scikit-learn

莫凡学Python系列

Morvan numpy & pandas

Deep Learning

• Scipy Lecture Notes

  • book

• Artificial Intelligence:Foundations-of-Computational-Agents

• 100-Days-Of-ML-Code

• Grokkng Deep Learning

  • book

• Programming-Collective-Intelligence

• Data Science with Python and Dask

• Deep Learning

• Python for Data Analysis

• Hands-on Machine Learning with Scikit-Learn & TensorFlow

• The Hunderd-page Machine Learning Book

Github and Others

• ujjwalkarn/DataSciencePython