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@ -31,16 +31,15 @@ A collection of resources for pandas (Python) and related subjects.
| [Machine Learning with Scikit Learn](https://www.youtube.com/watch?v=80fZrVMurPM) [[repo](https://github.com/amueller/scipy_2015_sklearn_tutorial)] | Andreas Mueller & Kyle Kastner | Enthought | 3:22 | 48000 | sklearn | 2015 | :snake: :snake: | | [Machine Learning with Scikit Learn](https://www.youtube.com/watch?v=80fZrVMurPM) [[repo](https://github.com/amueller/scipy_2015_sklearn_tutorial)] | Andreas Mueller & Kyle Kastner | Enthought | 3:22 | 48000 | sklearn | 2015 | :snake: :snake: |
| [Machine Learning for Time Series Data in Python](https://www.youtube.com/watch?v=ZgHGCfwExw0) | Brett Naul | Enthought | 0:24 | 24000 | cesium | 2016 | :snake: | | [Machine Learning for Time Series Data in Python](https://www.youtube.com/watch?v=ZgHGCfwExw0) | Brett Naul | Enthought | 0:24 | 24000 | cesium | 2016 | :snake: |
| [The Fun of Reinvention](https://www.youtube.com/watch?v=js_0wjzuMfc) | David Beazley | David Beazley | 0:52 | 11000 | python | 2017 | :snake::snake::snake: | | [The Fun of Reinvention](https://www.youtube.com/watch?v=js_0wjzuMfc) | David Beazley | David Beazley | 0:52 | 11000 | python | 2017 | :snake::snake::snake: |
| [Analyzing and Manipulating Data with Pandas Beginner SciPy 2016 Tutorial Jonathan Rocher - YouTube](https://www.youtube.com/watch?v=6ohWS7J1hVA) | NAME | Enthought | DURATION | 22000 | None | 2016 | Novice | | [Analyzing and Manipulating Data with Pandas](https://www.youtube.com/watch?v=6ohWS7J1hVA) [[repo](https://github.com/jonathanrocher/pandas_tutorial)] | Jonathan Rocher | Enthought | 3:33 | 22000 | pandas | 2016 | :snake: |
| [Super Advanced Python - YouTube](https://www.youtube.com/watch?v=u2KZJzoz-qI) | NAME | Next Day Video | DURATION | 143000 | None | 2013 | Novice | | [Computational Statistics](https://www.youtube.com/watch?v=He9MCbs1wgE) [[repo](https://github.com/AllenDowney/CompStats)] | Allen Downey | Enthought | 2:05 | 10000 | scipy | 2017 | :snake: :snake: |
| [Computational Statistics SciPy 2017 Tutorial Allen Downey - YouTube](https://www.youtube.com/watch?v=He9MCbs1wgE) | NAME | Enthought | DURATION | 10000 | None | 2017 | Novice | | [Being a Core Developer in Python](https://www.youtube.com/watch?v=voXVTjwnn-U) | Raymond Hettinger | SF Python | 1:02 | 19000 | python | 2016 | :snake: |
| [Raymond Hettinger, "Being a Core Developer in Python", PyBay2016 - YouTube](https://www.youtube.com/watch?v=voXVTjwnn-U) | NAME | SF Python | DURATION | 19000 | None | 2016 | Novice | | [Time Series Analysis](https://www.youtube.com/watch?v=zmfe2RaX-14) [[repo](https://github.com/ikding/pycon_time_series)] | Aileen Nielsen | PyCon 2017 | 3:11 | 9000 | pandas | 2017 | :snake: :snake: |
| [Aileen Nielsen - Time Series Analysis - PyCon 2017 - YouTube](https://www.youtube.com/watch?v=zmfe2RaX-14) | NAME | PyCon 2017 | DURATION | 9000 | None | 2017 | Novice | | [Learning TensorFlow](https://www.youtube.com/watch?v=bvHgESVuS6Q) | Robert Layton | PyCon Australia | 0:40 | 18000 | tensorflow | 2016 | :snake: :snake: |
| [Learning TensorFlow - YouTube](https://www.youtube.com/watch?v=bvHgESVuS6Q) | NAME | PyCon Australia | DURATION | 18000 | None | 2016 | Novice | | [JupyterHub: Deploying Jupyter Notebooks](https://www.youtube.com/watch?v=gSVvxOchT8Y) | Min Ragan Kelley & Thomas Kluyver | PyData | 1:36 | 17000 | jupyter | 2016 | :snake: |
| [JupyterHub: Deploying Jupyter Notebooks for students and researchers - YouTube](https://www.youtube.com/watch?v=gSVvxOchT8Y) | NAME | PyData | DURATION | 17000 | None | 2016 | Novice | | [Applied Time Series Econometrics](https://www.youtube.com/watch?v=tJ-O3hk1vRw) | Jeffrey Yau | PyData | 1:39 | 17000 | statsmodels | 2016 | :snake: :snake: |
| [Jeffrey Yau Applied Time Series Econometrics in Python and R - YouTube](https://www.youtube.com/watch?v=tJ-O3hk1vRw) | NAME | PyData | DURATION | 17000 | None | 2016 | Novice | | [Machine Learning with scikit learn](https://www.youtube.com/watch?v=2kT6QOVSgSg) [[repo](https://github.com/amueller/scipy-2017-sklearn)] | Andreas Mueller & Alexandre Gram | Enthought | 3:10 | 8000 | sklearn | 2017 | :snake: :snake: |
| [Machine Learning with scikit learn Part One SciPy 2017 Tutorial Andreas Mueller & Alexandre Gram - YouTube](https://www.youtube.com/watch?v=2kT6QOVSgSg) | NAME | Enthought | DURATION | 8000 | None | 2017 | Novice | | [Introduction to Numerical Computing with NumPy](https://www.youtube.com/watch?v=lKcwuPnSHIQ) | Dillon Niederhut | Enthought | 2:27 | 8000 | NumPy | 2017 | :snake: |
| [Introduction to Numerical Computing with NumPy SciPy 2017 Tutorial Dillon Niederhut - YouTube](https://www.youtube.com/watch?v=lKcwuPnSHIQ) | NAME | Enthought | DURATION | 8000 | None | 2017 | Novice |
| [Matthew Rocklin Dask A Pythonic Distributed Data Science Framework PyCon 2017 - YouTube](https://www.youtube.com/watch?v=RA_2qdipVng) | NAME | PyCon 2017 | DURATION | 7000 | None | 2017 | Novice | | [Matthew Rocklin Dask A Pythonic Distributed Data Science Framework PyCon 2017 - YouTube](https://www.youtube.com/watch?v=RA_2qdipVng) | NAME | PyCon 2017 | DURATION | 7000 | None | 2017 | Novice |
| [Christopher Fonnesbeck - Introduction to Statistical Modeling with Python - PyCon 2017 - YouTube](https://www.youtube.com/watch?v=TMmSESkhRtI) | NAME | PyCon 2017 | DURATION | 7000 | None | 2017 | Novice | | [Christopher Fonnesbeck - Introduction to Statistical Modeling with Python - PyCon 2017 - YouTube](https://www.youtube.com/watch?v=TMmSESkhRtI) | NAME | PyCon 2017 | DURATION | 7000 | None | 2017 | Novice |
| [Fully Convolutional Networks for Image Segmentation SciPy 2017 Daniil Pakhomov - YouTube](https://www.youtube.com/watch?v=-lXfsWP7DJ8) | NAME | Enthought | DURATION | 7000 | None | 2017 | Novice | | [Fully Convolutional Networks for Image Segmentation SciPy 2017 Daniil Pakhomov - YouTube](https://www.youtube.com/watch?v=-lXfsWP7DJ8) | NAME | Enthought | DURATION | 7000 | None | 2017 | Novice |