Andrea Silverman (Smith)Another limitation not mentioned in the article is the potential for biased outcomes.Aug 3, 2023Aug 3, 2023
Andrea Silverman (Smith)Another strength or pro not mentioned in the article could be privacy and accessibility.Aug 3, 2023Aug 3, 2023
Andrea Silverman (Smith)One disadvantage of downscaling images, as described in the article, is the loss of detail and…In the context of converting a color image to grayscale and then downsizing it significantly, important features and patterns may be lost…Aug 3, 2023Aug 3, 2023
Andrea Silverman (Smith)The use of skin tone or race as a proxy variable in medical diagnosis ML is a complex and…Instead of directly using skin tone or race as a variable, medical diagnosis ML should focus on factors that directly relate to the health…Aug 3, 2023Aug 3, 2023
Andrea Silverman (Smith)The insights from the article that surprised me were the location patterns of skin lesions.Aug 3, 2023Aug 3, 2023
Andrea Silverman (Smith)Since the distribution of diagnoses indicates a class imbalance, some strategies we can use to…With oversampling, we increase the number of instances in the minority class by duplicating existing samples or generating synthetic…Aug 3, 2023Aug 3, 2023
Andrea Silverman (Smith)The HAM10000 dataset has some concerns regarding the data collection method.Aug 3, 2023Aug 3, 2023
Andrea Silverman (Smith)An important application of Machine Learning (ML) and Computer Vision (CV) in the healthcare space…How it works: It collects images, processes the data, extracts features and corresponding labels are used to train the ML/CV model. Then…Aug 3, 2023Aug 3, 2023
Andrea Silverman (Smith)There are several alternatives to using pie charts for data visualizations, each with its own…Bar charts: Bar charts are a common and effective way to display categorical data. They use rectangular bars to represent the values of…Aug 3, 2023Aug 3, 2023
Andrea Silverman (Smith)Creating effective visualizations is crucial for conveying information clearly and accurately.Aug 3, 2023Aug 3, 2023
