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Exploration and explanation in computational notebooks
Computational notebooks combine code, visualizations, and text in a single document.
Researchers, data analysts, and even journalists are rapidly adopting this new medium. We …
Researchers, data analysts, and even journalists are rapidly adopting this new medium. We …
Off-the-shelf deep learning is not enough, and requires parsimony, Bayesianity, and causality
Deep neural networks ('deep learning') have emerged as a technology of choice to tackle
problems in speech recognition, computer vision, finance, etc. However, adoption of deep …
problems in speech recognition, computer vision, finance, etc. However, adoption of deep …
What's wrong with computational notebooks? Pain points, needs, and design opportunities
Computational notebooks-such as Azure, Databricks, and Jupyter-are a popular, interactive
paradigm for data scientists to author code, analyze data, and interleave visualizations, all …
paradigm for data scientists to author code, analyze data, and interleave visualizations, all …
The story in the notebook: Exploratory data science using a literate programming tool
Literate programming tools are used by millions of programmers today, and are intended to
facilitate presenting data analyses in the form of a narrative. We interviewed 21 data …
facilitate presenting data analyses in the form of a narrative. We interviewed 21 data …
PyTerrier: Declarative experimentation in Python from BM25 to dense retrieval
PyTerrier is a Python-based retrieval framework for expressing simple and complex
information retrieval (IR) pipelines in a declarative manner. While making use of the long …
information retrieval (IR) pipelines in a declarative manner. While making use of the long …
Finding related tables in data lakes for interactive data science
Many modern data science applications build on data lakes, schema-agnostic repositories
of data files and data products that offer limited organization and management capabilities …
of data files and data products that offer limited organization and management capabilities …
eXpression2Kinases (X2K) Web: linking expression signatures to upstream cell signaling networks
While gene expression data at the mRNA level can be globally and accurately measured,
profiling the activity of cell signaling pathways is currently much more difficult …
profiling the activity of cell signaling pathways is currently much more difficult …
Robotics Software: Past, Present, and Future
Robotics is powered by software. Software tools control the rate of innovation in robotics
research, drive the growth of the robotics industry, and power the education of future …
research, drive the growth of the robotics industry, and power the education of future …
CLIMB (the Cloud Infrastructure for Microbial Bioinformatics): an online resource for the medical microbiology community
The increasing availability and decreasing cost of high-throughput sequencing has
transformed academic medical microbiology, delivering an explosion in available genomes …
transformed academic medical microbiology, delivering an explosion in available genomes …
Towards scalable dataframe systems
Dataframes are a popular abstraction to represent, prepare, and analyze data. Despite the
remarkable success of dataframe libraries in Rand Python, dataframes face performance …
remarkable success of dataframe libraries in Rand Python, dataframes face performance …