MACHINE LEARNING EN MEDICINA - WordPress.com...Víctor Vicente Palacios...
Transcript of MACHINE LEARNING EN MEDICINA - WordPress.com...Víctor Vicente Palacios...
![Page 1: MACHINE LEARNING EN MEDICINA - WordPress.com...Víctor Vicente Palacios victor.vicente.palacios@Philips.com Title MACHINE LEARNING EN MEDICINA Author Vicente Palacios, Victor Created](https://reader035.fdocuments.us/reader035/viewer/2022071108/5fe365a582486a4c2244c70d/html5/thumbnails/1.jpg)
Víctor Vicente Palacios PhD (Data Scientist)
Aprendizaje Automático Obtención de Conocimiento de BBDD Departamentales
@victorvicpal #ehealthdonostia
![Page 2: MACHINE LEARNING EN MEDICINA - WordPress.com...Víctor Vicente Palacios victor.vicente.palacios@Philips.com Title MACHINE LEARNING EN MEDICINA Author Vicente Palacios, Victor Created](https://reader035.fdocuments.us/reader035/viewer/2022071108/5fe365a582486a4c2244c70d/html5/thumbnails/2.jpg)
Aprendizaje Automático en Medicina
@victorvicpal
• Medicina Actual / Medicina Futura
• Aprendizaje Automático
• Deep Medicine (Aprendizaje profundo en Medicina)
#ehealthdonostia
![Page 3: MACHINE LEARNING EN MEDICINA - WordPress.com...Víctor Vicente Palacios victor.vicente.palacios@Philips.com Title MACHINE LEARNING EN MEDICINA Author Vicente Palacios, Victor Created](https://reader035.fdocuments.us/reader035/viewer/2022071108/5fe365a582486a4c2244c70d/html5/thumbnails/3.jpg)
La medicina actual
@victorvicpal #ehealthdonostia
![Page 4: MACHINE LEARNING EN MEDICINA - WordPress.com...Víctor Vicente Palacios victor.vicente.palacios@Philips.com Title MACHINE LEARNING EN MEDICINA Author Vicente Palacios, Victor Created](https://reader035.fdocuments.us/reader035/viewer/2022071108/5fe365a582486a4c2244c70d/html5/thumbnails/4.jpg)
La medicina del ¿futuro?
@victorvicpal #ehealthdonostia
![Page 5: MACHINE LEARNING EN MEDICINA - WordPress.com...Víctor Vicente Palacios victor.vicente.palacios@Philips.com Title MACHINE LEARNING EN MEDICINA Author Vicente Palacios, Victor Created](https://reader035.fdocuments.us/reader035/viewer/2022071108/5fe365a582486a4c2244c70d/html5/thumbnails/5.jpg)
¿Puede el AA hacer la medicina más “humana”?
@victorvicpal
Historia Clínica
Electrónica
#ehealthdonostia
![Page 6: MACHINE LEARNING EN MEDICINA - WordPress.com...Víctor Vicente Palacios victor.vicente.palacios@Philips.com Title MACHINE LEARNING EN MEDICINA Author Vicente Palacios, Victor Created](https://reader035.fdocuments.us/reader035/viewer/2022071108/5fe365a582486a4c2244c70d/html5/thumbnails/6.jpg)
¿Puede el AA hacer la medicina más “humana”?
@victorvicpal
Historia Clínica
Electrónica
#ehealthdonostia
![Page 7: MACHINE LEARNING EN MEDICINA - WordPress.com...Víctor Vicente Palacios victor.vicente.palacios@Philips.com Title MACHINE LEARNING EN MEDICINA Author Vicente Palacios, Victor Created](https://reader035.fdocuments.us/reader035/viewer/2022071108/5fe365a582486a4c2244c70d/html5/thumbnails/7.jpg)
Bases de Datos Departamentales
@victorvicpal #ehealthdonostia
SALAMANCA 2007 - 2019
IntelliSpace
Cardiovascular
>100.000 ecocardiogramas
![Page 8: MACHINE LEARNING EN MEDICINA - WordPress.com...Víctor Vicente Palacios victor.vicente.palacios@Philips.com Title MACHINE LEARNING EN MEDICINA Author Vicente Palacios, Victor Created](https://reader035.fdocuments.us/reader035/viewer/2022071108/5fe365a582486a4c2244c70d/html5/thumbnails/8.jpg)
Gestión Hospitalaria
@victorvicpal #ehealthdonostia
![Page 9: MACHINE LEARNING EN MEDICINA - WordPress.com...Víctor Vicente Palacios victor.vicente.palacios@Philips.com Title MACHINE LEARNING EN MEDICINA Author Vicente Palacios, Victor Created](https://reader035.fdocuments.us/reader035/viewer/2022071108/5fe365a582486a4c2244c70d/html5/thumbnails/9.jpg)
Aplicaciones
@victorvicpal #ehealthdonostia
GRAVE LEVE / MODERADA
MACHINE
LEARNING
IntelliSpace
Cardiovascular
![Page 10: MACHINE LEARNING EN MEDICINA - WordPress.com...Víctor Vicente Palacios victor.vicente.palacios@Philips.com Title MACHINE LEARNING EN MEDICINA Author Vicente Palacios, Victor Created](https://reader035.fdocuments.us/reader035/viewer/2022071108/5fe365a582486a4c2244c70d/html5/thumbnails/10.jpg)
Deep Medicine
@victorvicpal #ehealthdonostia
![Page 11: MACHINE LEARNING EN MEDICINA - WordPress.com...Víctor Vicente Palacios victor.vicente.palacios@Philips.com Title MACHINE LEARNING EN MEDICINA Author Vicente Palacios, Victor Created](https://reader035.fdocuments.us/reader035/viewer/2022071108/5fe365a582486a4c2244c70d/html5/thumbnails/11.jpg)
Deep Medicine
@victorvicpal #ehealthdonostia
![Page 12: MACHINE LEARNING EN MEDICINA - WordPress.com...Víctor Vicente Palacios victor.vicente.palacios@Philips.com Title MACHINE LEARNING EN MEDICINA Author Vicente Palacios, Victor Created](https://reader035.fdocuments.us/reader035/viewer/2022071108/5fe365a582486a4c2244c70d/html5/thumbnails/12.jpg)
Deep Medicine
@victorvicpal #ehealthdonostia
![Page 13: MACHINE LEARNING EN MEDICINA - WordPress.com...Víctor Vicente Palacios victor.vicente.palacios@Philips.com Title MACHINE LEARNING EN MEDICINA Author Vicente Palacios, Victor Created](https://reader035.fdocuments.us/reader035/viewer/2022071108/5fe365a582486a4c2244c70d/html5/thumbnails/13.jpg)
Cajas Negras
@victorvicpal #ehealthdonostia
![Page 14: MACHINE LEARNING EN MEDICINA - WordPress.com...Víctor Vicente Palacios victor.vicente.palacios@Philips.com Title MACHINE LEARNING EN MEDICINA Author Vicente Palacios, Victor Created](https://reader035.fdocuments.us/reader035/viewer/2022071108/5fe365a582486a4c2244c70d/html5/thumbnails/14.jpg)
Interpretabilidad
@victorvicpal
99,7%
97,6%
ORIGINAL
ALGORITMO 1
ALGORITMO 2
#ehealthdonostia
![Page 15: MACHINE LEARNING EN MEDICINA - WordPress.com...Víctor Vicente Palacios victor.vicente.palacios@Philips.com Title MACHINE LEARNING EN MEDICINA Author Vicente Palacios, Victor Created](https://reader035.fdocuments.us/reader035/viewer/2022071108/5fe365a582486a4c2244c70d/html5/thumbnails/15.jpg)
Interpretabilidad
@victorvicpal
INTERPRETACIÓN
99,7%
97,6%
ORIGINAL
ALGORITMO 1
ALGORITMO 2
#ehealthdonostia
![Page 16: MACHINE LEARNING EN MEDICINA - WordPress.com...Víctor Vicente Palacios victor.vicente.palacios@Philips.com Title MACHINE LEARNING EN MEDICINA Author Vicente Palacios, Victor Created](https://reader035.fdocuments.us/reader035/viewer/2022071108/5fe365a582486a4c2244c70d/html5/thumbnails/16.jpg)
Interpretabilidad
@victorvicpal
ORIGINAL INTERPRETACIÓN
#ehealthdonostia
![Page 17: MACHINE LEARNING EN MEDICINA - WordPress.com...Víctor Vicente Palacios victor.vicente.palacios@Philips.com Title MACHINE LEARNING EN MEDICINA Author Vicente Palacios, Victor Created](https://reader035.fdocuments.us/reader035/viewer/2022071108/5fe365a582486a4c2244c70d/html5/thumbnails/17.jpg)
Aplicaciones
@victorvicpal #ehealthdonostia
![Page 18: MACHINE LEARNING EN MEDICINA - WordPress.com...Víctor Vicente Palacios victor.vicente.palacios@Philips.com Title MACHINE LEARNING EN MEDICINA Author Vicente Palacios, Victor Created](https://reader035.fdocuments.us/reader035/viewer/2022071108/5fe365a582486a4c2244c70d/html5/thumbnails/18.jpg)
Aplicaciones
@victorvicpal #ehealthdonostia