Foundation Model Nature
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%20are%20large-scale%20deep-learning%20models%20trained%20on%20extensive%20datasets%20using%20self-supervised%20techniques.%20These%20models%20serve%20as%20a%20base%20for%20various%20downstream%20tasks%2C%20including%20healthcare.%20FMs%20have%20been%20adopted%20with%20great%20success%20across%20various%20domains%20within%20healthcare%2C%20including%20natural%20language%20processing%20(NLP)%2C%20computer%20vision%2C%20graph%20learning%2C%20biology%2C%20and%20omics.%20Existing%20healthcare-based%20surveys%20have%20not%20yet%20included%20all%20of%20these%20domains.%20Therefore%2C%20this%20survey%20provides%20a%20comprehensive%20overview%20of%20FMs%20in%20healthcare.%20We%20focus%20on%20the%20history%2C%20learning%20strategies%2C%20flagship%20models%2C%20applications%2C%20and%20challenges%20of%20FMs.%20We%20explore%20how%20FMs%20such%20as%20the%20BERT%20and%20GPT%20families%20are%20reshaping%20various%20healthcare%20domains%2C%20including%20clinical%20large%20language%20models%2C%20medical%20image%20analysis%2C%20and%20omics%20data.%20Furthermore%2C%20we%20provide%20a%20detailed%20taxonomy%20of%20healthcare%20applications%20facilitated%20by%20FMs%2C%20such%20as%20clinical%20NLP%2C%20medical%20computer%20vision%2C%20graph%20learning%2C%20and%20other%20biology-related%20tasks.%20Despite%20the%20promising%20opportunities%20FMs%20provide%2C%20they%20also%20have%20several%20associated%20challenges%2C%20which%20are%20explained%20in%20detail.%20We%20also%20outline%20potential%20future%20directions%20to%20provide%20researchers%20and%20practitioners%20with%20insights%20into%20the%20potential%20and%20limitations%20of%20FMs%20in%20healthcare%20to%20advance%20their%20deployment%20and%20mitigate%20associated%20risks.)
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Experience the timeless beauty of Foundation Model Nature with our curated gallery of countless images. featuring nostalgic examples of natural, organic, and wildlife. ideal for nostalgic and classic themes. Each Foundation Model Nature image is carefully selected for superior visual impact and professional quality. Suitable for various applications including web design, social media, personal projects, and digital content creation All Foundation Model Nature images are available in high resolution with professional-grade quality, optimized for both digital and print applications, and include comprehensive metadata for easy organization and usage. Our Foundation Model Nature gallery offers diverse visual resources to bring your ideas to life. Time-saving browsing features help users locate ideal Foundation Model Nature images quickly. The Foundation Model Nature archive serves professionals, educators, and creatives across diverse industries. Our Foundation Model Nature database continuously expands with fresh, relevant content from skilled photographers. Multiple resolution options ensure optimal performance across different platforms and applications. Diverse style options within the Foundation Model Nature collection suit various aesthetic preferences. Instant download capabilities enable immediate access to chosen Foundation Model Nature images. Advanced search capabilities make finding the perfect Foundation Model Nature image effortless and efficient. Each image in our Foundation Model Nature gallery undergoes rigorous quality assessment before inclusion.