[HTML][HTML] Human-in-the-loop machine learning: a state of the art
E Mosqueira-Rey, E Hernández-Pereira… - Artificial Intelligence …, 2023 - Springer
Researchers are defining new types of interactions between humans and machine learning
algorithms generically called human-in-the-loop machine learning. Depending on who is in …
algorithms generically called human-in-the-loop machine learning. Depending on who is in …
[HTML][HTML] From bulk, single-cell to spatial RNA sequencing
X Li, CY Wang - International journal of oral science, 2021 - nature.com
RNA sequencing (RNAseq) can reveal gene fusions, splicing variants, mutations/indels in
addition to differential gene expression, thus providing a more complete genetic picture than …
addition to differential gene expression, thus providing a more complete genetic picture than …
Interpreting interpretability: understanding data scientists' use of interpretability tools for machine learning
Machine learning (ML) models are now routinely deployed in domains ranging from criminal
justice to healthcare. With this newfound ubiquity, ML has moved beyond academia and …
justice to healthcare. With this newfound ubiquity, ML has moved beyond academia and …
Using DeepLabCut for 3D markerless pose estimation across species and behaviors
Noninvasive behavioral tracking of animals during experiments is critical to many scientific
pursuits. Extracting the poses of animals without using markers is often essential to …
pursuits. Extracting the poses of animals without using markers is often essential to …
Quantifying behavior to understand the brain
Over the past years, numerous methods have emerged to automate the quantification of
animal behavior at a resolution not previously imaginable. This has opened up a new field of …
animal behavior at a resolution not previously imaginable. This has opened up a new field of …
[HTML][HTML] The emergence and influence of internal states
Animal behavior is shaped by a variety of" internal states"—partially hidden variables that
profoundly shape perception, cognition, and action. The neural basis of internal states, such …
profoundly shape perception, cognition, and action. The neural basis of internal states, such …
[HTML][HTML] Natural behavior is the language of the brain
The breadth and complexity of natural behaviors inspires awe. Understanding how our
perceptions, actions, and internal thoughts arise from evolved circuits in the brain has …
perceptions, actions, and internal thoughts arise from evolved circuits in the brain has …
Fast animal pose estimation using deep neural networks
The need for automated and efficient systems for tracking full animal pose has increased
with the complexity of behavioral data and analyses. Here we introduce LEAP (LEAP …
with the complexity of behavioral data and analyses. Here we introduce LEAP (LEAP …
[HTML][HTML] Computational neuroethology: a call to action
The brain is worthy of study because it is in charge of behavior. A flurry of recent technical
advances in measuring and quantifying naturalistic behaviors provide an important …
advances in measuring and quantifying naturalistic behaviors provide an important …
[HTML][HTML] A primer on motion capture with deep learning: principles, pitfalls, and perspectives
Extracting behavioral measurements non-invasively from video is stymied by the fact that it is
a hard computational problem. Recent advances in deep learning have tremendously …
a hard computational problem. Recent advances in deep learning have tremendously …