Search Results

Safe-DS: A Domain Specific Language to Make Data Science Safe

1 code implementation28 Feb 2023

In this paper, we show how the wealth of Python DS libraries can be used in a statically safe way via Safe-DS, a domain specific language (DSL) for DS.

Vocal Bursts Type Prediction

How to Design a Program Repair Bot? Insights from the Repairnator Project

1 code implementation24 Nov 2018

Program repair research has made tremendous progress over the last few years, and software development bots are now being invented to help developers gain productivity.

Software Engineering

Array Programming with NumPy

1 code implementation18 Jun 2020

Array programming provides a powerful, compact, expressive syntax for accessing, manipulating, and operating on data in vectors, matrices, and higher-dimensional arrays.

Mathematical Software Computation

Identifying and Harnessing the Building Blocks of Machine Learning Pipelines for Sensible Initialization of a Data Science Automation Tool

1 code implementation29 Jul 2016

In this chapter, we present a genetic programming-based AutoML system called TPOT that optimizes a series of feature preprocessors and machine learning models with the goal of maximizing classification accuracy on a supervised classification problem.

AutoML BIG-bench Machine Learning +2

Capitalising on Opportunistic Data for Monitoring Species Relative Abundances

1 code implementation26 Feb 2015

Opportunistic data combined with a relatively small amount of data collected with a known effort may thus provide access to accurate and precise estimates of quantitative changes in relative abundance over space and/or time.

Applications

Lux: Always-on Visualization Recommendations for Exploratory Dataframe Workflows

1 code implementation30 Apr 2021

Exploratory data science largely happens in computational notebooks with dataframe APIs, such as pandas, that support flexible means to transform, clean, and analyze data.

Databases Human-Computer Interaction

The Elements of Differentiable Programming

1 code implementation21 Mar 2024

Artificial intelligence has recently experienced remarkable advances, fueled by large models, vast datasets, accelerated hardware, and, last but not least, the transformative power of differentiable programming.

Causal-learn: Causal Discovery in Python

1 code implementation31 Jul 2023

Causal discovery aims at revealing causal relations from observational data, which is a fundamental task in science and engineering.

Causal Discovery