WHAT YOU WILL LEARN
Diagnose illnesses from x-rays and 3D MRI mind pictures
Predict affected person survival charges extra precisely utilizing tree-based fashions
Estimate remedy results on sufferers utilizing information from randomized trials
Automate the duty of labeling medical datasets utilizing pure language processing
SKILLS YOU WILL GAIN
- mannequin interpretation
- Picture Segmentation
- pure language extraction
- Machine Studying
- time-to-event modeling
- Deep Studying
- mannequin analysis
- Multi-class classification
- Random Forest
- mannequin tuning
- remedy impact estimation
- machine studying interpretation
About this Specialization
AI is remodeling the apply of drugs. It’s serving to docs diagnose sufferers extra precisely, make predictions about sufferers’ future well being, and advocate higher remedies. This three-course Specialization gives you sensible expertise in making use of machine studying to concrete issues in drugs.
These programs transcend the foundations of deep studying to show you the nuances in making use of AI to medical use instances. In case you are new to deep studying or wish to get a deeper basis of how neural networks work, we advocate taking the Deep Studying Specialization.
Utilized Studying Challenge
Drugs is without doubt one of the fastest-growing and necessary utility areas, with distinctive challenges like dealing with lacking information. You’ll begin by studying the nuances of working with 2D and 3D medical picture information. You’ll then apply tree-based fashions to enhance affected person survival estimates. You’ll additionally use information from randomized trials to advocate remedies extra suited to particular person sufferers. Lastly, you’ll discover how pure language extraction can extra effectively label medical datasets.
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