AI for Medical Analysis

About this Course

AI is remodeling the observe of drugs. It’s serving to docs diagnose sufferers extra precisely, make predictions about sufferers’ future well being, and advocate higher remedies. As an AI practitioner, you’ve gotten the chance to affix on this transformation of recent drugs. When you’re already aware of among the math and coding behind AI algorithms, and are desperate to develop your abilities additional to sort out challenges within the healthcare business, then this specialization is for you. No prior medical experience is required!

This program offers you sensible expertise in making use of cutting-edge machine studying methods to concrete issues in trendy drugs: – In Course 1, you’ll create convolutional neural community picture classification and segmentation fashions to make diagnoses of lung and mind issues. – In Course 2, you’ll construct threat fashions and survival estimators for coronary heart illness utilizing statistical strategies and a random forest predictor to find out affected person prognosis. – In Course 3, you’ll construct a therapy impact predictor, apply mannequin interpretation methods and use pure language processing to extract info from radiology reviews. These programs transcend the foundations of deep studying to provide you perception into the nuances of making use of AI to medical use instances. As a learner, you may be arrange for achievement on this program in case you are already snug with among the math and coding behind AI algorithms. You don’t should be an AI knowledgeable, however a working information of deep neural networks, notably convolutional networks, and proficiency in Python programming at an intermediate stage might be important. If you’re comparatively new to machine studying or neural networks, we advocate that you just first take the Deep Studying Specialization, provided by deeplearning.ai and taught by Andrew Ng. The demand for AI practitioners with the abilities and information to sort out the most important points in trendy drugs is rising exponentially. Be a part of us on this specialization and start your journey towards constructing the way forward for healthcare.

SKILLS YOU WILL GAIN

• Deep Studying
• Picture Segmentation
• Machine Studying
• mannequin analysis
• Multi-class classification

Syllabus – What you’ll be taught from this course

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WEEK

1

10 hours to finish

Illness Detection with Pc Imaginative and prescient

By the top of this week, you’ll observe classifying illnesses on chest x-rays utilizing a neural community.

WEEK

2

4 hours to finish

Evaluating Fashions

By the top of this week, you’ll observe implementing normal analysis metrics to see how nicely a mannequin performs in diagnosing illnesses.

WEEK

3

7 hours to finish

Picture Segmentation on MRI Photographs

By the top of this week, you’ll put together 3D MRI information, implement an acceptable loss operate for picture segmentation, and apply a pre-trained U-net mannequin to phase tumor areas in 3D mind MRI photos.