Heart diseases or Cardiovascular diseases (CVDs) are the number one cause of death globally, claiming an estimated 17.9 million lives yearly. The World Health Organization estimates this to be 31% of deaths worldwide. In the United States alone, the Center for Disease Control estimates that a heart attack occurs every forty seconds translating to 805,000 Americans each year.

Some common symptoms include pain and tightness in the chest, shortness of breath, cold sweat, fatigue, sudden dizziness among others. Not everybody who has a heart attack experiences the same type or severity of symptoms. People experience moderate to intense pain while…

In the past few months at MavenCode we have been working on “Contextual Scene Parsing” projects where we needed to identify entities in an image with great accuracy (down to the pixel level) using a Deep Learning Semantic Segmentation approach. One of the primary challenges for effective machine learning and artificial intelligence modeling is to have a constant stream of datasets to train models accurately. However, it’s not only the quantity that matters, but also the quality of the training datasets. If the dataset that is being fed in for model training has not been cleaned, reviewed, and properly curated…


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