diff --git a/README.md b/README.md index d0ca7a2..94119f8 100644 --- a/README.md +++ b/README.md @@ -14,56 +14,56 @@ A collection of resources for pandas (Python) and related subjects. | James Powell - So you want to be a Python expert? - YouTube | NAME | DURATION | 28251 | None | 2017 | | Introduction To Data Analytics With Pandas - YouTube | NAME | DURATION | 25365 | None | 2017 | | Jake VanderPlas The Python Visualization Landscape PyCon 2017 - YouTube | NAME | DURATION | 20900 | None | 2017 | -| NumPy Beginner | SciPy 2016 Tutorial | Alexandre Chabot LeClerc - YouTube | NAME | DURATION | 55887 | None | 2016 | -| Machine Learning Part 1 | SciPy 2016 Tutorial | Andreas Mueller & Sebastian Raschka - YouTube | NAME | DURATION | 47254 | None | 2016 | +| NumPy Beginner SciPy 2016 Tutorial Alexandre Chabot LeClerc - YouTube | NAME | DURATION | 55887 | None | 2016 | +| Machine Learning Part 1 SciPy 2016 Tutorial Andreas Mueller & Sebastian Raschka - YouTube | NAME | DURATION | 47254 | None | 2016 | | Transforming Code into Beautiful, Idiomatic Python - YouTube | NAME | DURATION | 340221 | None | 2013 | | Modern Dictionaries by Raymond Hettinger - YouTube | NAME | DURATION | 44225 | None | 2016 | | Brandon Rhodes - Pandas From The Ground Up - PyCon 2015 - YouTube | NAME | DURATION | 90778 | None | 2015 | | Raymond Hettinger, Keynote on Concurrency, PyBay 2017 - YouTube | NAME | DURATION | 14601 | None | 2017 | -| Pandas for Data Analysis | SciPy 2017 Tutorial | Daniel Chen - YouTube | NAME | DURATION | 13319 | None | 2017 | +| Pandas for Data Analysis SciPy 2017 Tutorial Daniel Chen - YouTube | NAME | DURATION | 13319 | None | 2017 | | Sofia Heisler No More Sad Pandas Optimizing Pandas Code for Speed and Efficiency PyCon 2017 - YouTube | NAME | DURATION | 12155 | None | 2017 | | The Fun of Reinvention (Screencast) - YouTube | NAME | DURATION | 10785 | None | 2017 | -| JupyterLab: Building Blocks for Interactive Computing | SciPy 2016 | Brian Granger - YouTube | NAME | DURATION | 27539 | None | 2016 | -| Computational Statistics | SciPy 2017 Tutorial | Allen Downey - YouTube | NAME | DURATION | 9846 | None | 2017 | +| JupyterLab: Building Blocks for Interactive Computing SciPy 2016 Brian Granger - YouTube | NAME | DURATION | 27539 | None | 2016 | +| Computational Statistics SciPy 2017 Tutorial Allen Downey - YouTube | NAME | DURATION | 9846 | None | 2017 | | Aileen Nielsen - Time Series Analysis - PyCon 2017 - YouTube | NAME | DURATION | 8850 | None | 2017 | -| Machine Learning for Time Series Data in Python | SciPy 2016 | Brett Naul - YouTube | NAME | DURATION | 23902 | None | 2016 | +| Machine Learning for Time Series Data in Python SciPy 2016 Brett Naul - YouTube | NAME | DURATION | 23902 | None | 2016 | | A Visual Guide To Pandas - YouTube | NAME | DURATION | 48544 | None | 2015 | -| Machine Learning with Scikit Learn | SciPy 2015 Tutorial | Andreas Mueller & Kyle Kastner Part I - YouTube | NAME | DURATION | 48164 | None | 2015 | -| Analyzing and Manipulating Data with Pandas Beginner | SciPy 2016 Tutorial | Jonathan Rocher - YouTube | NAME | DURATION | 22300 | None | 2016 | -| Machine Learning with scikit learn Part One | SciPy 2017 Tutorial | Andreas Mueller & Alexandre Gram - YouTube | NAME | DURATION | 7689 | None | 2017 | -| Introduction to Numerical Computing with NumPy | SciPy 2017 Tutorial | Dillon Niederhut - YouTube | NAME | DURATION | 7542 | None | 2017 | +| Machine Learning with Scikit Learn SciPy 2015 Tutorial Andreas Mueller & Kyle Kastner Part I - YouTube | NAME | DURATION | 48164 | None | 2015 | +| Analyzing and Manipulating Data with Pandas Beginner SciPy 2016 Tutorial Jonathan Rocher - YouTube | NAME | DURATION | 22300 | None | 2016 | +| Machine Learning with scikit learn Part One SciPy 2017 Tutorial Andreas Mueller & Alexandre Gram - YouTube | NAME | DURATION | 7689 | None | 2017 | +| Introduction to Numerical Computing with NumPy SciPy 2017 Tutorial Dillon Niederhut - YouTube | NAME | DURATION | 7542 | None | 2017 | | Matthew Rocklin Dask A Pythonic Distributed Data Science Framework PyCon 2017 - YouTube | NAME | DURATION | 7397 | None | 2017 | | Raymond Hettinger, "Being a Core Developer in Python", PyBay2016 - YouTube | NAME | DURATION | 19010 | None | 2016 | | Super Advanced Python - YouTube | NAME | DURATION | 142720 | None | 2013 | | Christopher Fonnesbeck - Introduction to Statistical Modeling with Python - PyCon 2017 - YouTube | NAME | DURATION | 6885 | None | 2017 | -| Fully Convolutional Networks for Image Segmentation | SciPy 2017 | Daniil Pakhomov - YouTube | NAME | DURATION | 6774 | None | 2017 | +| Fully Convolutional Networks for Image Segmentation SciPy 2017 Daniil Pakhomov - YouTube | NAME | DURATION | 6774 | None | 2017 | | Chloe Mawer, Jonathan Whitmore - Exploratory data analysis in python - PyCon 2017 - YouTube | NAME | DURATION | 6779 | None | 2017 | | Learning TensorFlow - YouTube | NAME | DURATION | 17685 | None | 2016 | | JupyterHub: Deploying Jupyter Notebooks for students and researchers - YouTube | NAME | DURATION | 17091 | None | 2016 | -| Jeffrey Yau | Applied Time Series Econometrics in Python and R - YouTube | NAME | DURATION | 16843 | None | 2016 | -| Christopher Roach | Visualizing Geographic Data With Python - YouTube | NAME | DURATION | 13912 | None | 2016 | +| Jeffrey Yau Applied Time Series Econometrics in Python and R - YouTube | NAME | DURATION | 16843 | None | 2016 | +| Christopher Roach Visualizing Geographic Data With Python - YouTube | NAME | DURATION | 13912 | None | 2016 | | The Other Async (Threads + Async = ❤️) - YouTube | NAME | DURATION | 5029 | None | 2017 | -| Numba - Tell Those C++ Bullies to Get Lost | SciPy 2017 Tutorial | Gil Forsyth & Lorena Barba - YouTube | NAME | DURATION | 4702 | None | 2017 | +| Numba - Tell Those C++ Bullies to Get Lost SciPy 2017 Tutorial Gil Forsyth & Lorena Barba - YouTube | NAME | DURATION | 4702 | None | 2017 | | Deploying Interactive Jupyter Dashboards for Visualizing Hundreds of Millions of Datapoints, in 30 L - YouTube | NAME | DURATION | 4684 | None | 2017 | | Builtin Superheroes (Screencast) - YouTube | NAME | DURATION | 12263 | None | 2016 | -| Sebastian Raschka | Learning scikit learn - An Introduction to Machine Learning in Python - YouTube | NAME | DURATION | 11857 | None | 2016 | -| Anatomy of Matplotlib | SciPy 2017 Tutorial | Ben Root - YouTube | NAME | DURATION | 4307 | None | 2017 | +| Sebastian Raschka Learning scikit learn - An Introduction to Machine Learning in Python - YouTube | NAME | DURATION | 11857 | None | 2016 | +| Anatomy of Matplotlib SciPy 2017 Tutorial Ben Root - YouTube | NAME | DURATION | 4307 | None | 2017 | | Alex Rubinsteyn: Python Libraries for Deep Learning with Sequences - YouTube | NAME | DURATION | 22558 | None | 2015 | | Python's Class Development Toolkit - YouTube | NAME | DURATION | 79744 | None | 2013 | -| Daniel Chen | Introduction to Pandas - YouTube | NAME | DURATION | 9925 | None | 2016 | -| Divya Sardana | Building Recommender Systems Using Python - YouTube | NAME | DURATION | 9803 | None | 2016 | -| Stephen Simmons | Pandas from the Inside - YouTube | NAME | DURATION | 9334 | None | 2016 | +| Daniel Chen Introduction to Pandas - YouTube | NAME | DURATION | 9925 | None | 2016 | +| Divya Sardana Building Recommender Systems Using Python - YouTube | NAME | DURATION | 9803 | None | 2016 | +| Stephen Simmons Pandas from the Inside - YouTube | NAME | DURATION | 9334 | None | 2016 | | Curious Course on Coroutines and Concurrency - YouTube | NAME | DURATION | 9215 | None | 2016 | -| Data Science is Software | SciPy 2016 Tutorial | Peter Bull & Isaac Slavitt - YouTube | NAME | DURATION | 8960 | None | 2016 | +| Data Science is Software SciPy 2016 Tutorial Peter Bull & Isaac Slavitt - YouTube | NAME | DURATION | 8960 | None | 2016 | | Joel Grus: Learning Data Science Using Functional Python - YouTube | NAME | DURATION | 18160 | None | 2015 | -| Anatomy of matplotlib | SciPy 2015 Tutorial | Benjamin Root and Joe Kington - YouTube | NAME | DURATION | 17845 | None | 2015 | +| Anatomy of matplotlib SciPy 2015 Tutorial Benjamin Root and Joe Kington - YouTube | NAME | DURATION | 17845 | None | 2015 | | Using Jupyter notebooks to develop and share interactive data displays - YouTube | NAME | DURATION | 8108 | None | 2016 | | Jake VanderPlas: Machine Learning with Scikit Learn - YouTube | NAME | DURATION | 15813 | None | 2015 | | Stephen Simmons - Pandas from the Inside / "Big Pandas" - YouTube | NAME | DURATION | 2732 | None | 2017 | | Sarah Guido The Wild West of Data Wrangling PyCon 2017 - YouTube | NAME | DURATION | 2546 | None | 2017 | -| Parallel Python: Analyzing Large Datasets Intermediate | SciPy 2016 Tutorial | Matthew Rocklin & Mi - YouTube | NAME | DURATION | 6810 | None | 2016 | -| Keynote: Project Jupyter | SciPy 2016 | Brian Granger - YouTube | NAME | DURATION | 6563 | None | 2016 | -| matplotlib (Python Plotting Library) Beginner | SciPy 2016 Tutorial | Nicolas Rougier - YouTube | NAME | DURATION | 6387 | None | 2016 | +| Parallel Python: Analyzing Large Datasets Intermediate SciPy 2016 Tutorial Matthew Rocklin & Mi - YouTube | NAME | DURATION | 6810 | None | 2016 | +| Keynote: Project Jupyter SciPy 2016 Brian Granger - YouTube | NAME | DURATION | 6563 | None | 2016 | +| matplotlib (Python Plotting Library) Beginner SciPy 2016 Tutorial Nicolas Rougier - YouTube | NAME | DURATION | 6387 | None | 2016 | | Predicting sports winners using data analytics with pandas and scikit-learn by Robert Layton - YouTube | NAME | DURATION | 12866 | None | 2015 | | Functional Programming with Python - YouTube | NAME | DURATION | 43665 | None | 2013 | | Fear and Awaiting in Async (Screencast) - YouTube | NAME | DURATION | 5474 | None | 2016 | @@ -76,8 +76,8 @@ A collection of resources for pandas (Python) and related subjects. | Alex Martelli, ""Good Enough" IS Good Enough!", PyBay2016 - YouTube | NAME | DURATION | 3746 | None | 2016 | | Renee Chu - Python for Social Scientists: Cleaning and Prepping Data - PyCon 2016 - YouTube | NAME | DURATION | 2647 | None | 2016 | | Alex Martelli, ""The Tower of Abstraction", PyBay2016 - YouTube | NAME | DURATION | 2543 | None | 2016 | -| PyMC: Markov Chain Monte Carlo in Python | SciPy 2014 | Chris Fonnesbeck - YouTube | NAME | DURATION | 9455 | None | 2014 | -| Jupyter Advanced Topics Tutorial | SciPy 2015 Tutorial | Jonathan Frederic, Matthias Bussonier & Tho - YouTube | NAME | DURATION | 3990 | None | 2015 | +| PyMC: Markov Chain Monte Carlo in Python SciPy 2014 Chris Fonnesbeck - YouTube | NAME | DURATION | 9455 | None | 2014 | +| Jupyter Advanced Topics Tutorial SciPy 2015 Tutorial Jonathan Frederic, Matthias Bussonier & Tho - YouTube | NAME | DURATION | 3990 | None | 2015 | | Rachel Thomas, "Using randomness to make code much faster", PyBay2017 - YouTube | NAME | DURATION | 645 | None | 2017 | | Mahmoud Hashemi, Python Profiling & Performance: elementary to enterprise, PyBay2016 - YouTube | NAME | DURATION | 825 | None | 2016 | | Dillon Niederhut, "What to do when your data is large, but not big", PyBay2016 - YouTube | NAME | DURATION | 484 | None | 2016 |