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  What is ML? Machine Learning (ML) is defined as follows: A code learns from experience E with respect to a task T and a performance measure P, if its performance on T, as measured by P, improves with E. [1].   Example 1: your code monitors spam and classifies emails as spam or not spam (SNS). In this case, T = classifying emails as SNS; E = watching you label emails as SNS; P = the fraction of emails correctly classified as SNS. Example 2: playing checkers. E = the experience of playing many games of checkers; T = the task of playing checkers; P = the probability that the program will win the next game. ML is a part of Artificial Intelligence (AI). ML algorithms build a model based on sample data, known as training data, in order to make predictions or decisions without being explicitly programmed to do so [2]. ML is an important subset of data science. Through the use of statistical methods, data science algorithms are trained to make classifications or prediction...
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ML/AI Image Classifier for Skin Cancer Detection

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  Skin cancer is one of the most active types of cancer in the present decade.  As the skin is the body’s largest organ, the point of considering skin cancer as the most common type of cancer among humans is understandable . It is generally classified into two major categories: nonmelanoma (benign) and melanoma (malignant) skin cancer Melanoma type of cancers can only be cured if diagnosed early; otherwise, they spread to other body parts and lead to the victim’s painful death.  Therefore, the critical factor in skin cancer treatment is early diagnosis.  Yet, diagnoses is still a visual process , which relies on the long-winded procedure of clinical screenings, followed by dermoscopic analysis, and then a biopsy and finally a histopathological examination. This process  easily  takes months and the need for many medical professionals  and still  is only ~77% accurate. Current methods using AI and Deep Learning to diagnose lesions show  poten...
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Supervised ML/AI Breast Cancer Diagnostics - The Power of HealthTech

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  Problem Breast cancer   (BC) is the uncontrollable growth of malignant cells in the breasts [1]. BC is the most common cancer with the highest mortality rate.  The exact cause of breast cancer is unknown, but some women have a higher risk than others. This includes women with a personal or family history of breast cancer and women with certain gene mutations. Since cancer cells can metastasize, or spread to other parts of the body, it’s important to recognize the symptoms of BC early on. The sooner you receive a BC Diagnosis (BCD) and start treatment, the better your outlook [2].   Conventional BCD involves imaging tests to look for BC spread. Imaging tests use x-rays, magnetic fields, sound waves, or radioactive substances to create pictures of the inside of your body. Imaging tests might be done for a number of reasons including [2]: To look at suspicious areas that might be cancer To learn how far cancer might have spread To help determine i...
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