Jake Vanderplas

Python Data Science Handbook: full text in Jupyter Notebooks

High-level declarative visualization library for Python

The Jupyter Notebooks behind my OReilly report, "A Whirlwind Tour of Python"

Materials for my scikit-learn tutorial

Materials for my Pycon 2015 scikit-learn tutorial.

Scikit-learn tutorials for the Scipy 2013 conference

[DEPRECATED] An IPython notebook-compatible Javascript/HTML viewer for matplotlib animations

Repository containing files for my PyCon 2014 scikit-learn tutorial.

Lightweight non-uniform Fast Fourier Transform in Python

Files for my scikit-learn tutorial at PyCon 2013

Weighted Principal Component Analysis (PCA) in Python

Content for my Astronomy 599 Course: Intro to scientific computing in Python

Scikit-Learn Tutorial for PyData Seattle 2015

A Python solver for the 1D Schrodinger equation

Bayesian Methods in Astronomy workshop, presented at AAS227

Reproducible Data Analysis Workflow in Jupyter

[obsolete] Static Widgets for IPython Notebooks

Efficient pure Python implementation of Friedman's Supersmoother

Scikit-learn compatible Locality Preserving Projections in Python

Source for my paper, Understanding the Lomb-Scargle Periodogram

Old source for jakevdp.github.io. New source at http://github.com/jakevdp/jakevdp.github.io-source

Some examples of Altair plots

Source for my Pythonic Perambulations blog

Scikit-learn style estimator for Minimum Spanning Tree Clustering in Python

Content for my Astronomy 599 / Applied Math 500 Course: Intro to scientific computing in Python

Experimenting with pure-Python implementation of the NUFFT

Material for my lectures at the ESAC statistics conference, Oct 27-31 2014

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Package template for a project using Cython

PyData SV 2013 Tutorial on Advanced Matplotlib

A python wrapper for the PROPACK library

Pythonic Perambulations website. Source at http://github.com/jakevdp/jakevdp.github.io-source

Collection of CSV data on US states for Pandas merge demos

Source for our paper on multiband periodograms.

scikit-learn: machine learning in Python

Small template for setting up Travis CI with Python

Python implementation of Kernelized Locality Sensitive Hashing

Various One-off Lectures on Python

My Personal Web Page: http://vanderplas.com

Scripts to Analyze Pronto's Data Release

Git tutorial materials

Work in progress for eventual contribution to scikit-learn

Understanding Seattle Bike Count data

python wrapper of fast C++ LLE code

Materials for my talks at PyData 2014 at Strata, NYC

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Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more

Material for my lectures at the University of Oslo, Dec 2014

My Talk for the 2014 OpenVisConf, April 24-25 in Boston, MA

Numpy main repository

Scipy main repository

python tree algorithms for nearest neighbor search

Git/Github Intro

Probabilistic reasoning and statistical analysis in TensorFlow

Open recipe data used by the Python Data Science Handbook

Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and more

Marathon finishing times

Tools for machine learning & modeling with noisy data

A cython implementation of a binary search tree (Ball Tree & KD Tree)

A basic Matplotlib tutorial

Code for my talk at PyCon 2017

Source materials for my Scientific American blog post

Snippets of useful code in Colaboratory

Benchmarks of various ways of handling contiguous typed data arrays in cython

Octopress Blog (replaced by jakevdp.github.io)

Jake's PhD thesis, completed summer 2012

Octopress default theme copied for pelican

Python libraries for Google Colaboratory

Historical US birth data culled from the CDC website

Notebooks for learning deep learning

KD Trees for Sperical Data

An example of a programatically-generated IPython notebook

A template for small scientific python projects

Efficient, astropy-compatible implementation of the Lomb-Scargle periodogram

An open-source, interactive graphing library for Python :sparkles:

The Nyquist frequency is probably not what you think it is.

Slides, notebooks, and other info from my talks

Wrapper of Friedmann's 1984 Supersmoother Fortran code

don't ask

Files for my Python tutorials

Materials for my Jupyter Workflow videos

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Work-in-progress review for WIREs

Official repository for IPython itself. Other repos in the IPython organization contain things like the website, documentation builds, etc.

Evaluation of Vega-Lite transforms in Python

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Colabs for ML Day Tokyo

Bicycle dataset used in the Python Data Science Handbook

Project management related documents for the scikit-learn

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Auto-generate Python APIs from JSON schema specifications

Numerical differential equation solvers in JAX. Autodifferentiable and GPU-capable. https://docs.kidger.site/diffrax/

Altair extension for saving charts in a variety of formats.

The Julia Language: a fresh approach to technical computing.

Statsmodels: statistical modeling and econometrics in Python

Experiments with validating JSONSchema in Python

Trying git for a git tutorial

Talks from the UW Python for Geosciences Seminar

Probabilistic programming with NumPy powered by JAX for autograd and JIT compilation to GPU/TPU/CPU.

Deep Learning for humans

Repository for Graduate Seminar: Statistics, Observation, and Modeling in Astronomy

Test suite for the PyData Array APIs standard

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A set of tools to keep your pinned Python dependencies fresh.

python orbit integration

A Python package for offline access to vega datasets

Repository for students to submit homework assignments as pull requests

Astropy-style Lomb-Scargle periodograms computed with the NFFT

The pytest framework makes it easy to write small tests, yet scales to support complex functional testing

A Python Module to create and access GitHub Gists

A Review of Histogram techniques

Models and examples built with TensorFlow

iPython/Jupyter notebook module for Vega, and Vega-Lite, Polestar, and Voyager

Statistical data visualization using matplotlib

SciPy Conference Materials

A resume template based on HTML5 and CSS

Unified implementation for period-finding in astronomical time series

Uplift modeling and causal inference with machine learning algorithms

Sphinx extension for rendering of Jupyter interactive widgets.

Make some beautiful corner plots.

A Python to C compiler

Test repo for a tutorial

Repository for demonstrating pull requests

Lecture materials for Microsoft Practice of Machine Learning Conference, Oct 23-24 2014

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Searching LSST-pipeline Stripe 82 photometry for RR Lyrae

Deep Learning for Computer Vision with TensorFlow 2.0

Pelican plugin for blogging with iPython Notebooks

View Vega/Vega-Lite plots in your web browser from local or remote Python processes.

Python wrapper for the Subroutine Library in Systems and Control Theory (SLICOT)

Repository for the Astropy core package

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NlogN algorithm for least-squares fitting of periodic templates to noisy, non-equispaced time-series data.

[obsolete] Temporary repository for Frequentism vs Bayesianism writeup

Backward compatible ML compute opset inspired by HLO/MHLO

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Altair backend for pandas plotting

A simple, performant and scalable Jax LLM!

🤗 Diffusers: State-of-the-art diffusion models for image and audio generation in PyTorch

Compatibility layer for NumPy to support the Array API

Elegant easy-to-use neural networks + scientific computing in JAX. https://docs.kidger.site/equinox/

State Space Models library in JAX

default configuration for @google repos

Flax is a neural network library for JAX that is designed for flexibility.

A clean book theme for scientific explanations and documentation with Sphinx

Pyink, pronounced pī-ˈiŋk, is a Python formatter, forked from Black with a few different formatting behaviors.

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An attempt to formulate the weak lensing problem in a probabilistic framework.

Python utilities for storage and manipulation of spherical data in SciDB.

Testing repo for git tutorial

Some conda build recipes

Git tutorial project

Demo repository for DSFP

Small repo to test nodejs + cairo on TravisCI

(experimental) Python parser for Vega's expression language

Experiment with regularized periodograms

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Parse and execute ipynb files in Sphinx

A visualization grammar.

Cleaning SDSS spectra for use with Mmani

Viewer for Altair and Vega-Lite visualizations

Python Enhancement Proposals

Repo containing docs and outputs from the RSE4DataScience18 meeting.

Fast and flexible Gaussian Process regression in Python

Just playing around... nothing to see here

Interactive Web Plotting for Python

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Inference Combinators in JAX

Hardware accelerated, batchable and differentiable optimizers in JAX.

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Orbax provides common utility libraries for JAX users.

Optax is a gradient processing and optimization library for JAX.

An open database of recipe bookmarks

Oryx is a library for probabilistic programming and deep learning built on top of Jax.

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BlackJAX is a sampling library designed for ease of use, speed and modularity.

Type hints support for the Sphinx autodoc extension

A background data server for Altair charts.

Jupyter kernel for the Python programming language

Publish Vega visualizations as embedded web components with interactive parameters.

A conda-smithy repository for vega-cli.

Common repository for example datasets used by Vega-related projects

Markdown to reStructuredText converter

Uniform Manifold Approximation and Projection

Collaborative editing in any app

A conda-smithy repository for vega_datasets.

A tool to streamline creation of Altair plots for https://bl.ocks.org/

A grammar of interactive graphics, built on Vega.

Repository for the second Astropy paper

A Python implementation of John Gruber’s Markdown.

A lightweight Traits like module

Demonstration repo from 2017-06 Git tutorial

Nbconvert as a webservice (rendering ipynb to static HTML)

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A conda-smithy repository for pyamg.

Docathon organization

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A conda-smithy repository for altair.