[Udacity] AI for Healthcare Nanodegree Program
[Udacity] AI for Healthcare Nanodegree Program
AI for Healthcare Nanodegree Program - Be at the forefront of the revolution of AI in Healthcare, and transform patient outcomes. Allow enhanced medical decision-making powered by machine learning to build the treatments of the future.
AI for Healthcare NanodegreeAI for Healthcare Nanodegree Program, consider, and combine predictive fashions which have the facility to rework affected person outcomes. Start by classifying and segmenting 2D and 3D medical photos to reinforce prognosis after which transfer on to modeling affected person outcomes with digital well being data to optimize medical trial testing selections. Lastly, construct an algorithm that makes use of knowledge collected from wearable gadgets to estimate the wearer’s pulse price within the presence of movement.
Intermediate Python, and Expertise with Machine Studying
Applying AI to 2D Medical Imaging DataAI for Healthcare Nanodegree Program the basic expertise wanted to work with 2D medical imaging knowledge and learn how to use AI to derive clinically-relevant insights from knowledge gathered by way of several types of 2D medical imaging similar to x-ray, mammography, and digital pathology. Extract 2D photos from DICOM information and apply the suitable instruments to carry out exploratory knowledge evaluation on them. Construct totally different AI fashions for various medical eventualities that contain 2D photos and learn to place AI instruments for regulatory approval.
Applying AI to 3D Medical Imaging Data
AI for Healthcare Nanodegree Program the basic expertise wanted to work with 3D medical imaging datasets and body insights derived from the info in a clinically related context. Perceive how these photos are acquired, saved in medical archives, and subsequently learn and analyzed. Uncover how clinicians use 3D medical photos in apply and the place AI holds most potential of their work with these photos. Design and apply machine studying algorithms to resolve the difficult issues in 3D medical imaging and how to combine the algorithms into the medical workflow.
Applying AI to EHR DataAI for Healthcare Nanodegree Program the basic expertise to work with EHR knowledge and construct and consider compliant, interpretable fashions. You'll cowl EHR knowledge privateness and safety requirements, learn how to analyze EHR knowledge and keep away from frequent challenges, and canopy key business code units. By the top of the course, you should have the talents to research an EHR dataset, rework it to the suitable stage, construct highly effective options with TensorFlow, and mannequin the uncertainty and bias with TensorFlow Likelihood and Aequitas.
Applying AI to Wearable Device DataDiscover ways to construct algorithms that course of the info collected by wearable gadgets and floor insights concerning the wearer’s well being. Cowl the sensors and sign processing basis which are vital for achievement on this area, together with IMU, PPG, and ECG which are frequent to most wearable gadgets, and learn to construct three algorithms from real-world sensor knowledge.
AI for HealthcareSynthetic Intelligence has revolutionized many industries prior to now decade, and healthcare is not any exception. In actual fact, the quantity of information in healthcare has grown 20x prior to now 7 years, inflicting an anticipated surge within the Healthcare AI market from $2.1 to $36.1 billion by 2025 at an annual progress price of 50.4%. AI in Healthcare is reworking the best way affected person care is delivered, and is impacting all points of the medical business, together with early detection, extra correct prognosis, superior therapy, well being monitoring, robotics, coaching, analysis and way more.
By leveraging the facility of AI, suppliers can deploy extra exact, environment friendly, and impactful interventions at precisely the suitable second in a affected person’s care. In gentle of the worldwide COVID-19 pandemic, there has by no means been a greater time to grasp the probabilities of synthetic intelligence throughout the healthcare business and be taught how one can make an influence to higher the world’s healthcare infrastructure.
AI for Healthcare Nanodegree program will show you how to apply your Knowledge Science and Machine Studying experience in roles together with Doctor Knowledge Scientist; Healthcare Knowledge Scientist; Healthcare Knowledge Scientist, Machine Studying; Healthcare Machine Studying Engineer, Analysis Scientist, Machine Studying, and extra roles within the healthcare and well being tech industries that necessitate information of AI and machine studying methods.