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AI Applications in Medicine and Pharma
Published on 2020-05-1840 Views
One of the first and most significant early uses of artificial intelligence was in the area of medicine, involving the diagnosis of and recommending treatment for severe bacterial infections. Today, t
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Presentation
Artificial Intelligence for Medicine and Pharma00:00
Medicine00:43
Health care01:18
Drug discovery01:59
Drug repositioning/repurposing04:22
A taxonomy of AI approaches05:18
DNNs for Image-based Diagnosis: Classification of skin cancer06:07
Disease taxonomy & test images08:12
Performance: Comparison to Dermatologists08:45
Diabetes causes blindness09:23
Diagnosing Diabetic Retinopathy via Retinal Fundus Images10:04
Additional problems with grading10:46
Training a DNN for diagnosing DR11:45
Diagnostic performance as compared to ophtalmologists12:04
Understandable ML for therapy12:18
Drug discovery/repurposing14:40
Real compound screening: Collecting data17:05
Learning QSAR models for Virtual Compound Screening17:39
Virtual compound screening18:05
Host-targeted Drugs for MTB (Tuberculosis) and STM (Salmonella)19:22
MTB&STM: Host-targeted Drugs20:22
Model excerpts 20:27
MTB&STM: Host-targeted Drugs The Data Analysis Workflow21:13
MTB&STM: Host-targeted Drugs Results21:30
Analyzing data from High-contents Screens22:26
HTS: Modulating fibroblast to myofibroblast transition23:43
Hits in the HTS screen23:49
Reducing fibrosis in myocardial infarction23:56
New candidate drugs to help recovery after heart attack24:07
AI in Medicine and Pharma • Many different24:37