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LinkedIn1y
How to Use a Validation Set in Machine Learning - LinkedIn
The validation set is a smaller set of data that you use to tune and optimize your machine learning algorithm. It contains the input features and the output labels that you do not use for training ...
The Lancet3y
Validation and algorithmic audit of a deep learning system for the detection of proximal femoral fractures in patients in the emergency department: a diagnostic accuracy study ...
Development and validation of deep learning-based automatic detection algorithm for malignant pulmonary nodules on chest radiographs. Radiology. 2019; 290:218-228. Crossref. Scopus (391) PubMed.
Frontiers2y
Validation of clinical acceptability of deep-learning-based automated segmentation of organs-at-risk for head-and-neck radiotherapy treatment planning - Frontiers
2.4 Model architecture and training. The deep learning model was based on a single, custom 3D U-Net architecture ().This architecture has been shown to be well-adapted to the complexity of medical ...
bjo.bmj3y
Development and validation of a deep learning system to screen vision-threatening conditions in high myopia using optical coherence tomography images - British Journal of ...
Background/aims To apply deep learning technology to develop an artificial intelligence (AI) system that can identify vision-threatening conditions in high myopia patients based on optical coherence ...
The Lancet1y
Clinical validation of deep learning algorithms for radiotherapy targeting of non-small-cell lung cancer: an observational study
More recently, artificial intelligence (AI) methods—deep learning, specifically—have been proposed as promising alternatives. 11 Deep learning algorithms can automatically learn feature ...
IEEE4y
A Validation Approach for Deep Reinforcement Learning of a Robotic Arm in a 3D Simulated Environment
Abstract: In recent years, deep reinforcement learning has increasingly contributed to the development of robotic applications and boosted research in robotics. Deep learning and model-free, ...
ascopubs.org5y
Multi-Institutional Validation of Deep Learning for Pretreatment Identification of Extranodal Extension in Head and Neck Squamous Cell Carcinoma
Highlighting this issue, the American College of Radiology–Data Science Institute has designated ENE identification as a key use case for artificial intelligence. 36 An advantage of deep learning is ...
Forbes6y
Deep Learning: When Should You Use It? - Forbes
Deep learning, which is a subset of AI (Artificial Intelligence), has been around since the 1950s. It’s focused on developing systems that mimic the brain’s neural network structure. Yet it ...