eLife

SqueakPose Studio: An end-to-end platform for pose estimation and real-time edge-AI deployment

This important work introduces an integrated open-source platform for behavioral acquisition and pose estimation that substantially improves the accessibility and speed of real-time animal tracking ...
LinkedIn

Glass Box UMAP Embedding Workflow Decomposition

#ICYMI Glass Box UMAP transforms UMAP into an interpretable embedding workflow by decomposing each point's coordinates into exact contributions from the original input features, letting users identify ...
GitHub

web_results_generation.py

"""Create interactive Plotly plots for web display. Mapping of dataset name to low-dimensional UMAP embedding or dict with 'reference'/'cuml' keys. all_metrics : dict Mapping of dataset name to ...
GitHub

The Python Control Systems Library is a Python module that implements basic operations for analysis and design of feedback control systems.

Try out the examples in the examples folder using the binder service. The package can also be installed on Google Colab using the commands: The easiest way to get started with the Control Systems ...
The Lancet

Developing and testing AI-based voice biomarker models to detect cognitive impairment among community dwelling adults: a cross-sectional study in Japan

cResearch Institute of Nursing Care for People and Community, University of Hyogo, 13-71, Kitaoji-cho, Akashi, Hyogo, 673-8588, Japan dDepartment of Biostatistics, National Cerebral and Cardiovascular ...
LinkedIn

Avoid Using UMAP Values in Downstream Analysis

After hearing that feedback, I approached James and told him I wanted to spearhead the development of a Python package that delivers glass-box UMAP to the masses. Like good bosses do, he said, "let's ...