A collection of resources for pandas (Python) and related subjects.
 
 
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README.md

awesome-pandas

A collection of resources for pandas (Python) and related subjects.


pandas resources

Videos

Title Speaker Duration Views Keywords Year
Tetiana Ivanova - How to become a Data Scientist in 6 months a hackers approach to career planning - YouTube NAME DURATION 148303 None 2016
Introduction Into Pandas: Python Tutorial - YouTube NAME DURATION 46102 None 2017
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
Machine Learning Part 1 SciPy 2016 Tutorial Andreas Mueller & Sebastian Raschka - YouTube NAME DURATION 47254
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
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
Computational Statistics SciPy 2017 Tutorial Allen Downey - YouTube NAME DURATION 9846
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
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
Analyzing and Manipulating Data with Pandas Beginner SciPy 2016 Tutorial Jonathan Rocher - YouTube NAME DURATION 22300
Machine Learning with scikit learn Part One SciPy 2017 Tutorial Andreas Mueller & Alexandre Gram - YouTube NAME DURATION 7689
Introduction to Numerical Computing with NumPy SciPy 2017 Tutorial Dillon Niederhut - YouTube NAME DURATION 7542
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
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
Christopher Roach Visualizing Geographic Data With Python - YouTube NAME DURATION 13912 None
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
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
Anatomy of Matplotlib SciPy 2017 Tutorial Ben Root - YouTube NAME DURATION 4307
Alex Rubinsteyn: Python Libraries for Deep Learning with Sequences - YouTube NAME DURATION 22558 None 2015
Pythons Class Development Toolkit - YouTube NAME DURATION 79744 None 2013
Daniel Chen Introduction to Pandas - YouTube NAME DURATION 9925 None
Divya Sardana Building Recommender Systems Using Python - YouTube NAME DURATION 9803 None
Stephen Simmons Pandas from the Inside - YouTube NAME DURATION 9334 None
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
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
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
Keynote: Project Jupyter SciPy 2016 Brian Granger - YouTube NAME DURATION 6563
matplotlib (Python Plotting Library) Beginner SciPy 2016 Tutorial Nicolas Rougier - YouTube NAME DURATION 6387
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
Awesome Big Data Algorithms - YouTube NAME DURATION 41302 None 2013
Brian Granger: All About Jupyter - YouTube NAME DURATION 10513 None 2015
Anusua Trivedi: An example of Predictive Analytics: Building a Recommendation Engine using Python - YouTube NAME DURATION 10505 None 2015
Iterations of Evolution: The Unauthorized Biography of the For-Loop - YouTube NAME DURATION 1811 None 2017
Adventures in scikit-learns Random Forest by Gregory Saunders - YouTube NAME DURATION 9478 None 2015
Doing Math with Python - YouTube NAME DURATION 4524 None 2016
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
Jupyter Advanced Topics Tutorial SciPy 2015 Tutorial Jonathan Frederic, Matthias Bussonier & Tho - YouTube NAME DURATION 3990
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
Cynthia Lin, “Opening Up to Open Source”, PyBay2017 - YouTube NAME DURATION 96 None 2017

Cheat-sheets

Tutorials

Books

Data analysis with Python resources

Videos

Cheat-sheets

Tutorials

Books

Data analysis resources

Books

Papers