Scientific Computing with Python (SciPy 2017, YouTube Official Playlist)

Tutorials

• Beginner
  • Software Carpentry Scientific Python Course Part 1
    • (YouTube, overview)
  • Software Carpentry Scientific Python Course Part 2
    • (YouTube, overview)
  • Computational Statistics
    • (YouTube, overview, github1, github2)
  • Introduction to Numerical Computing with NumPy
    • (YouTube, github)
  • Pandas for Data Analysis
    • (YouTube, github)
  • Anatomy of Matplotlib
    • (YouTube, github)
• Intermediate
  • Numba: Tell Those C++ Bullies to Get Lost
    • (YouTube, github)
  • Machine Learning with scikit-learn Part One
    • (YouTube, github)
  • Machine Learning with scikit-learn Part Two
    • (YouTube, github)
  • Parallelizing Scientific Python with Dask
    • (YouTube, github)
  • Parallel Data Analysis in Python
    • (YouTube, github)
  • scikit-image: Image Processing for Python
    • (YouTube, github)
  • Network Science and Statistics: Fundamentals and Applications
    • (YouTube, overview, github, YouTube 2016)
  • Signal Processing and Comm Hands-On Using scikit-dsp-comm
    • (YouTube, github)
• Intermediate/Advanced
  • Cython for Data, Scientists, and Data Scientists
    • (YouTube, github)
  • Modern Optimization Methods in Python
    • (YouTube, github, YouTube 2015)
  • The Jupyter Interactive Widget Ecosystem
    • (YouTube, github)
  • HDF5 take 2: h5py & PyTables
    • (YouTube, github)
• Advanced
  • Automatic Code Generation with SymPy
    • (YouTube, github)
  • Interactive Data Visualization with HoloViews & Bokeh
    • (YouTube, github)

Talks

• YouTube Playlist