PyVideo.org · SciPy 2019 (original) (raw)
Anatomy of Probabilistic Programming Languages
apricot: Submodular Selection for Data Summarization
Astropy Beyond Astronomy: Infrastructure of an Open Source Ecosystem
Better and Faster Hyper Parameter Optimization with Dask
Building & Replicating Models of Visual Search Behavior w/ Tensorflow, Nengo, & Scientific Python Stack
Chainer: A Deep Learning Framework for Fast Research & Applications
Challenges in Detecting Physiological Changes Using Wearable Sensor Data
Composing and Decomposing Quantum Chemistry Software: Transitioning a Field from ASCII Text to Relational Data Documents and Schema
CuPy: A NumPy Compatible Library for High Performance Computing with GPU
dask image:A Library for Distributed Image Processing
Day 2 SciPy Tools Plenary Session
Day 3 Lightning Talks
Day 3 SciPy Tools Plenary Session
Echopype: Enhancing the Interoperability and Scalability of Ocean Sonar Data Processing for Biological Information
Efficient Atmospheric Analogue Selection with Xarray and Dask
Experience Building Local Communities of Open Source Practices Users through The Carpentries' Membership Program
Fully Automated Behavioral Experiments on Cultural Transmission through Crowdsourcing
Generational Changes in Support for Gun Laws: A Case Study in Computational Statistics
Getting Lost in Community Building
How to Accelerate an Existing Codebase with Numba
How to Track Plastic in the Ocean? The Parcels Lagrangian Ocean Framework
Inequality of Underrepresented Groups in Core Project Leadership
Invisible Work, Incentives, & Burnout in Open Communities
Jupyter: Always Open for Learning and Discovery
Microscopium: Interactive Exploration of Large Imaging Datasets
Model Remodeling with Modern Deep Learning Frameworks
Multi Dimensional Linked Data Exploration with Glue
Panel: Turn any Notebook into a Deployable Dashboard
Parameter Estimation Using the Python Package pymcmcstat
Processing Extremely Large Images: Theory and Practice
PyDDA: A New Pythonic Package for Wind Retrievals
pyjanitor: Clean APIs for Cleaning Data
Python in Seismology at the National Earthquake Information Center: APIs and Applications
Raiders of the Pottery GAN: Using 3D Generative Adversarial Networks for Data Augmentation in Archaeological Studies
Real World Numba: Creating a Skeleton Analysis Library
Refactoring the SciPy Ecosystem for Heterogeneous Computing
Renewable Power Forecast Generation with Dask & Visualization with Bokeh
Scikit TDA: Topological Tools for the Python Ecosystem
Skorch: A Union of Scikit learn and PyTorch
Supporting Open Source Software for Science
Sustainable Open Source Community with NumFOCUS
The New Era in NLP
Turning HPC Systems into Interactive Data Analysis Platforms
Using a Stacking Model Ensemble Approach to Predict Rare Events
Work Open, Lead Open #WOLO for Sustainability
Xgcm: Analyzing General Circulation Models in Python
Day 2 Lightning Talks
Day 3 Welcome
Visual Diagnostics at Scale: More Informed Machine Learning with Large Datasets
A Geographers Journey into AI: Mapping Urban Trees from Scratch
Bayesian Data Science: Probabilistic Programming
Bayesian Statistics Made Simple
Complexity Science
Dashboarding with Jupyter Notebooks, Voila and Widgets
Data Analysis Tools for the James Webb Space Telescope: Confluence of Academia, NASA, & Open Source
Day 2 Welcome
Deep Learning Fundamentals: Forward Model, Differentiable Loss Function & Optimization Routine
Fast Gradient Boosting Decision Trees with PyGBM and Numba
freud: A Software Suite for High Throughput Analysis of Nanoscale Simulation Data
Getting Started with JupyterLab
Git “Hooked” On Images In Your Version Control & Up Your Documentation Game
imglyb: Bridging The Chasm Between ImageJ and NumPy
Inclusive Leadership: Engaging Contributors in the Long Term
Inside NumPy: Preparing for the Next Decade
Intermediate Methods for Geospatial Data Analysis
Intro to Bayesian Model Evaluation, Visualization, & Comparison Using ArviZ
Introduction to Data Processing in Python with Pandas
Introduction to Matplotlib
Introduction to Numerical Computing with NumPy
Introduction to Python
Land on Vector Spaces: Practical Linear Algebra with Python
Lightning Talks 2019-07-11
Lights Camera Action! Scrape, Explore, and Model to Predict Oscar Winners
ML.NET in Python with NimbusML
Modern Time Series Analysis
Optimizing Python Based Spectroscopic Data Processing on NERSC Supercomputers
Optuna: A Define by Run Hyperparameter Optimization Framework
Safe Handling Instructions for Probabilistic Classification
SciPy Tools Plenary Session
Starfish: Standardizing Pipelines for Image Based Transcriptomics
Test Research Code the Easy Way: By Generating Random Inputs with Hypothesis
Testing your Python Code with PyTest
The Invisible Work of Maintaining & Sustaining Open Source Software
To a Billion and Beyond: How to Visually Explore, Compare and Share Large Quantitative. Datasets with HiGlass
To Comment or Not to Comment? A Data Driven Look at Conflicting Attitudes Towards Commenting
Using Nix for Repeatable Python Environments
Using SatPy to Process Earth observing Satellite Data
Vaex: Out of Core Dataframes for Python
Visualization of Bioinformatics Data with Dash Bio
Visualize any Data Easily, from Notebooks to Dashboards
Xonsh: Bringing Python Data Science to your Shell
Zarr: Scalable Storage of Tensor Data for Use in Parallel and Distributed Computing
An Overview to Simulations and Generating Synthetic Data Sets
Escape from Auto manual Testing with Hypothesis!
Hands-on Satellite Imagery Analysis
Image Analysis in Python with SciPy and Scikit Image
Multi-dimensional Linked Data Exploration with Glue (Tutorial)
Network Analysis Made Simple
RAPIDS: Open GPU Data Science
Reproducible Data Science in Python
The Jupyter Interactive Widget Ecosystem
