AI for Medicine Specialization

Start Date: 05/31/2020

Course Type: Specialization Course

Course Link: https://www.coursera.org/specializations/ai-for-medicine

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About Course

model interpretationImage Segmentationnatural language extractionMachine Learningtime-to-event modelingDeep Learningmodel evaluationMulti-class classificationRandom Forestmodel tuningtreatment effect estimationmachine learning interpretation

Course Syllabus

AI for Medical Diagnosis
AI for Medical Prognosis
AI For Medical Treatment

Deep Learning Specialization on Coursera

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Article Example
Oriental Medicine The DAOM delves more deeply into the Chinese Medical Classics and offers specialization. All DAOM programs concentrate on integrative medicine.
Specialization (pre)order For any sober space "X" with specialization order ≤, we have
Internship (medicine) In Slovenia, medical graduates (after 6-year med school) must complete a six-month paid internship at a chosen medical institution. During the internship they must rotate through departments of internal medicine, surgery, pediatrics, OB/GYN, ENT, ophthalmology, emergency medicine and anesthesiology, with emphasys being given to emergencies in each department. Completing the internship is a condition for taking the professional medical exam, passing which gives doctor a license to practice medicine in Slovenia and apply for a specialization.
Interactive specialization According to the second, the Interactive Specialization (IS)
Functional specialization (brain) Functional specialization suggests that different areas in the brain are specialized for different functions.
Specialization (pre)order The specialization order is often considered in applications in computer science, where T spaces occur in denotational semantics. The specialization order is also important for identifying suitable topologies on partially ordered sets, as it is done in order theory.
Specialization (pre)order The specialization order yields a tool to obtain a partial order from every topology. It is natural to ask for the converse too: Is every partial order obtained as a specialization order of some topology?
Society for Vascular Medicine The "Society for Vascular Medicine" is a United States-based medical specialty professional society in the field of vascular medicine. Vascular medicine is a subspecialty of internal medicine.
Specialization (functional) Specialization (or specialisation) is the separation of tasks within a system. In a multicellular creature, cells are specialized for functions such as bone construction or oxygen transport. In capitalist societies, individual workers specialize for functions such as building construction or gasoline transport. In both cases, specialization enables the accomplishment of otherwise unattainable goals. It also reduces the ability of individuals to survive outside of the system containing all of the specialized components.
Specialization (pre)order On the other hand, the symmetry of specialization preorder is equivalent to the R separation axiom: "x" ≤ "y" if and only if "x" and "y" are topologically indistinguishable. It follows that if the underlying topology is T, then the specialization order is discrete, i.e. one has "x" ≤ "y" if and only if "x" = "y". Hence, the specialization order is of little interest for T topologies, especially for all Hausdorff spaces.
Specialty (medicine) To a certain extent, medical practitioners have always been specialized. According to Galen, specialization was common among Roman physicians. The particular system of modern medical specialities evolved gradually during the 19th century. Informal social recognition of medical specialization evolved before the formal legal system. The particular subdivision of the practice of medicine into various specialities varies from country to country, and is somewhat arbitrary.
Specialization (functional) Specialization is when people specialize in one thing or another which they are good at.
Specialization (functional) Adam Smith described economic specialization in his classic work, "The Wealth of Nations".
Interactive specialization Interactive Specialization is a theory of brain development proposed by the British cognitive neuroscientist Mark Johnson, who is head of the Centre for Brain and Cognitive Development at Birkbeck, University of London, London.
Sports medicine Sport and exercise medicine doctors are specialist physicians who have completed medical school, appropriate residency training and then specialize further in sports medicine or 'sports and exercise medicine' (the preferred term). Specialization in sports medicine may be a doctor's first specialty (as in Australia, Netherlands, Norway, Italy). It may also be a sub-specialty or second specialisation following a specialisation such as physiatry or orthopedic surgery. The various approaches reflect the medical culture in different countries.
Disaster medicine Disaster medicine is unique among the medical specialties in that unlike all other areas of specialization, the disaster medicine specialist does not practice the full scope of the specialty everyday but only in emergencies. Indeed, the disaster medicine specialist hopes to never practice the full scope of skills required for board certification. However, like the specialists in public health, environmental medicine and occupational medicine; disaster medicine specialists engage in the development and modification of public and private policy, legislation, disaster planning and disaster recovery. Within the United State of America, the specialty of disaster medicine fulfils the requirements set for by Homeland Security Presidential Directives (HSPD), the National Response Plan (NRP), the National Incident Management System (NIMS), the National Resource Typing System (NRTS) and the NIMS Implementation Plan for Hospitals and Healthcare Facilities.
Medical school For specialization, graduates have to appear for written tests and interviews to obtain a place in a specialization program. For specialization in general medicine, general practice lasts three years, cardiology lasts four years, internal medicine lasts five years, and general surgery lasts five years.
Cognitive specialization Watson et al. provide support for a specific specialization in language-dependent humor. Its adaptive value has both extrinsic and intrinsic components: humor facilitates social bonding if shared extrinsically, and provides pleasure if enjoyed in one's own mind. In addition, Johnson-Frey (2003) proposed a unique human specialization for tool use. According to Johnson-Frey, humans' ability to use tools is based on complex cognitive mechanisms, not just advanced sensorimotor skills. Rather than it being considered a purely physical specialization based only in motor areas of the brain, Johnson-Frey argues that tool use should be classified as a cognitive phenomenon due to its foundation in cognition. On a more philosophical level, Boyer (2003) argues that "religious thought and behavior" is a specialization that originally developed as a by-product of brain function, and its adaptive purposes led to its continued evolution by natural selection. Krueger et al. (2007) have argued that trust, which may form the foundation for helping and altruism and thus the basis of human social interaction, is also a cognitive specialization.
Academic specialization As the volume of knowledge accumulated by humanity became too great, increasing specialization in academia appeared in response.
International Federation for Emergency Medicine The International Federation for Emergency Medicine (IFEM) is the organization that holds the International Conference on Emergency Medicine (ICEM), a biennial conference on international emergency medicine for emergency physicians. ("International emergency medicine" is "the area of emergency medicine concerned with the development of emergency medicine in other countries.") IFEM represents a consortium of over 60 national emergency medicine organizations.