machine learning in clinical practice
play

MACHINE LEARNING IN CLINICAL PRACTICE MODERATOR KEITH DREYER - PowerPoint PPT Presentation

Mar 30, 2024 •362 likes •416 views

CHALLENGES & IMPACT MACHINE LEARNING IN CLINICAL PRACTICE MODERATOR KEITH DREYER ALEJANDRO FRANGI ABDUL HAMID HALABI WIRO NIESSEN MIKE TILKIN AMERICAN COLLEGE OF RADIOLOGY MEDICAL IMAGE COMPUTING & COMPUTER MEDICAL IMAGE COMPUTING

  1. CHALLENGES & IMPACT MACHINE LEARNING IN CLINICAL PRACTICE MODERATOR KEITH DREYER ALEJANDRO FRANGI ABDUL HAMID HALABI WIRO NIESSEN MIKE TILKIN AMERICAN COLLEGE OF RADIOLOGY MEDICAL IMAGE COMPUTING & COMPUTER MEDICAL IMAGE COMPUTING & COMPUTER NVIDIA AMERICAN COLLEGE Global Lead, Healthcare DATASCIENCE INSTITUTE ASSISTED INTERVENTION (MICCAI) 2018 ASSISTED INTERVENTION (MICCAI) SOCIETY OF RADIOLOGY Chief Science Officer General Chair President CIO and Executive VP

  2. VARIABILITY IN DIAGNOSIS BENIGN BREAST PATHOLOGY CASES 100% 90% 80% INTERPRETATION, % 70% 60% 50% 40% 30% 20% 10% 0% 1 3 5 7 9 11 13 15 17 19 21 23 25 27 29 31 33 35 37 39 41 43 45 47 49 51 53 55 57 59 61 63 65 67 69 71 CASE ABNORMAL BENIGN Source: Journal of American Medical Association (2015)

  3. VARIABILITY IN DIAGNOSIS ABNORMAL BREAST PATHOLOGY CASES 100% 90% 80% INTERPRETATION, % 70% 60% 50% 40% 30% 20% 10% 0% 1 3 5 7 9 11 13 15 17 19 21 23 25 27 29 31 33 35 37 39 41 43 45 47 49 51 53 55 57 59 61 63 65 67 69 71 CASE ABNORMAL BENIGN Source: Journal of American Medical Association (2015)

  4. DEEP LEARNING MOMENTUM BUILDING 106 START-UPS TRANSFORMING MEDICAL IMAGING PAPERS HEALTHCARE WITH AI USING DEEP LEARNING 60% 50% 40% 30% 20% 10% 0% 2014 2015 2016 2017 SPIE ISBI MICCAI

Recommend

AI IN HEALTHCARE What is Artificial Intelligence (AI)? How is AI different from Machine Learning

AI IN HEALTHCARE What is Artificial Intelligence (AI)? How is AI different from Machine Learning

BRINGING DEEP LEARNING TO ENTERPRISE IMAGING CLINICAL PRACTICE Esteban Rubens Global Enterpris ise Imaging Princip ipal Pure Storage @pureesteban AI IN HEALTHCARE What is Artificial Intelligence (AI)? How is AI different from Machine

552 views • 18 slides
Some Advice on Applying Machine Learning in Practice CS 760@UW-Madison Its generalization

Some Advice on Applying Machine Learning in Practice CS 760@UW-Madison Its generalization

Some Advice on Applying Machine Learning in Practice CS 760@UW-Madison Its generalization that counts the fundamental goal of machine learning is to generalize beyond the instances in the training set you should rigorously measure

306 views • 17 slides
Good Clinical Practice Sarah Temkin, MD What is Good Clinical Practice? Good Clinical

Good Clinical Practice Sarah Temkin, MD What is Good Clinical Practice? Good Clinical

Good Clinical Practice Sarah Temkin, MD What is Good Clinical Practice? Good Clinical Practice (GCP) is an international ethical and scientific standard for conducting biomedical and behavioral research involving human participants. The

599 views • 20 slides
COS 495 Precept 2 Machine Learning in Practice Misha Precept Objectives Review how to train

COS 495 Precept 2 Machine Learning in Practice Misha Precept Objectives Review how to train

COS 495 Precept 2 Machine Learning in Practice Misha Precept Objectives Review how to train and evaluate machine learning algorithms in practice. Make sure everyone knows the basic jargon. Develop basic tools that you will use when

416 views • 19 slides
Reinforcement learning Fredrik D. Johansson Clinical ML @ MIT 6.S897/HST.956: Machine Learning

Reinforcement learning Fredrik D. Johansson Clinical ML @ MIT 6.S897/HST.956: Machine Learning

Reinforcement learning Fredrik D. Johansson Clinical ML @ MIT 6.S897/HST.956: Machine Learning for Healthcare, 2019 Reminder: Causal effects Potential outcomes under treatment and control, 1 , 0 Covariates and treatment, ,

1.06k views • 70 slides
Clinical Reflection in Practice Learning from challenging situations Arabella Gaunt MSc MOst

Clinical Reflection in Practice Learning from challenging situations Arabella Gaunt MSc MOst

01/05/2020 Clinical Reflection in Practice Learning from challenging situations Arabella Gaunt MSc MOst BSc(Hons) PgACE UCO Clinical Teaching Fellow arabella.gaunt@uco.ac.uk 1 Key Learning Points Participants should be able to:-

440 views • 15 slides
An Exercise in An Exercise in Machine Learning Machine Learning

An Exercise in An Exercise in Machine Learning Machine Learning

An Exercise in An Exercise in Machine Learning Machine Learning http://www.cs.iastate.edu/~cs573x/bbsilab.html Machine Learning Software Preparing Data Building Classifiers Interpreting Results Machine Learning Software

496 views • 26 slides
Machine Learning By Alex Scarlatos What is Machine Learning? Machine Learning is the process by

Machine Learning By Alex Scarlatos What is Machine Learning? Machine Learning is the process by

Machine Learning By Alex Scarlatos What is Machine Learning? Machine Learning is the process by which computers can be trained through observation, rather than being explicitly programmed. Basically, a program is given input and adjusts its

556 views • 17 slides
Machine Learning: Study of algorithms that improve their performance P at some task T

Machine Learning: Study of algorithms that improve their performance P at some task T

Machine Learning 10-601 Tom M. Mitchell Machine Learning Department Carnegie Mellon University January 12, 2015 Today: Readings: What is machine learning? The Discipline of ML Decision tree learning Mitchell, Chapter 3

872 views • 29 slides
Traditional Machine Learning: Unsupervised Learning Juhan Nam Traditional Machine Learning

Traditional Machine Learning: Unsupervised Learning Juhan Nam Traditional Machine Learning

GCT634/AI613: Musical Applications of Machine Learning (Fall 2020) Traditional Machine Learning: Unsupervised Learning Juhan Nam Traditional Machine Learning Pipeline in Classification Tasks A set of hand-designed audio features are selected

398 views • 26 slides
modeling with machine learning Kelly Kochanski NCAR Multicore Workshop 2019 2014 xkcd.com/1425/

modeling with machine learning Kelly Kochanski NCAR Multicore Workshop 2019 2014 xkcd.com/1425/

Accelerating Earth and climate modeling with machine learning Kelly Kochanski NCAR Multicore Workshop 2019 2014 xkcd.com/1425/ What is machine learning? What is machine learning? Machine learning at its most basic is the practice of using

654 views • 49 slides
NO Bassel F. El-Rayes 1 Basic Principles Clinical practice should be Clinical practice

NO Bassel F. El-Rayes 1 Basic Principles Clinical practice should be Clinical practice

Role of radiation in resectable and locally advanced pancreatic cancer? NO Bassel F. El-Rayes 1 Basic Principles Clinical practice should be Clinical practice should not be based on data showing benefit based on absence of data of

476 views • 22 slides
Resources for Clinical Practice Guidelines in Clinical Psychology: An Environmental Scan

Resources for Clinical Practice Guidelines in Clinical Psychology: An Environmental Scan

Resources for Clinical Practice Guidelines in Clinical Psychology: An Environmental Scan Clinical Health Psychology J. Barnes, M. Holmqvist, P. Bieling, D. Dozois, M. Drapeau & G. Tasca Evidence Based Practice (EBP) The conscientious,

749 views • 31 slides
CS 335 Machine Learning What is Machine Learning? Dan Sheldon Spring 2019 What is Machine

CS 335 Machine Learning What is Machine Learning? Dan Sheldon Spring 2019 What is Machine

1/22/19 CS 335 Machine Learning What is Machine Learning? Dan Sheldon Spring 2019 What is Machine Learning? A Simple Task: Recognize Obama How do you program a computer to Recognize faces? Recommend movies? Decide which web

581 views • 5 slides
Machine Learning Machine Learning: algorithms that use experience to improve their

Machine Learning Machine Learning: algorithms that use experience to improve their

Machine Learning Machine Learning: algorithms that use experience to improve their performance We use machine learning in situations where it is very challenging (or impossible) to define the rules by hand: e.g. face detection

1.04k views • 28 slides
Some Advice on Applying Machine Learning in Practice Yingyu Liang Computer Sciences 760 Fall

Some Advice on Applying Machine Learning in Practice Yingyu Liang Computer Sciences 760 Fall

Some Advice on Applying Machine Learning in Practice Yingyu Liang Computer Sciences 760 Fall 2017 http://pages.cs.wisc.edu/~yliang/cs760/ Some of the slides in these lectures have been adapted/borrowed from materials developed by Mark Craven,

541 views • 16 slides
Clinical Practice Guideline Clinical practice guidelines are systematically developed statements

Clinical Practice Guideline Clinical practice guidelines are systematically developed statements

Application of a Clinical Practice Guideline for Persons with Multiple Sclerosis in a Multi Setting, Multi Discipline Rehabilitation Facility Morgan Eppes PT, DPT Kelli Doern PT, DPT, NCS, MSCS Sheltering Arms Physical Rehabilitation

657 views • 12 slides
WEBIOMED Company K -SkAI CLINICAL DECISION SUPPORT SYSTEM WITH MACHINE LEARNING PROBLEM

WEBIOMED Company K -SkAI CLINICAL DECISION SUPPORT SYSTEM WITH MACHINE LEARNING PROBLEM

WEBIOMED Company K -SkAI CLINICAL DECISION SUPPORT SYSTEM WITH MACHINE LEARNING PROBLEM NON-COMMUNICABLE DISEASES ( NCD ) ARE THE MOST IMPORTANT CAUSE OF MORTALITY IN ALL COUNTRIES: of all deaths 71% $ Trillions - in the world National

576 views • 18 slides
Introduction to Machine Learning COMPSCI 371D Machine Learning COMPSCI 371D Machine

Introduction to Machine Learning COMPSCI 371D Machine Learning COMPSCI 371D Machine

Introduction to Machine Learning COMPSCI 371D Machine Learning COMPSCI 371D Machine Learning Introduction to Machine Learning 1 / 12 Outline 1 Nearest Neighbor Prediction 2 Complexity Considerations 3 The Voronoi Diagram 4 Overfitting

564 views • 12 slides
1 Why Study Machine Learning? Why Study Machine Learning? Cognitive Science The Time is Ripe

1 Why Study Machine Learning? Why Study Machine Learning? Cognitive Science The Time is Ripe

What is Learning? Herbert Simon: Learning is any process by which a system improves performance from CS 391L: Machine Learning experience. Introduction What is the task? Classification Problem solving / planning /

603 views • 6 slides
A double-edged sword: Advancements and complications of machine learning in healthcare. Ryan Chu

A double-edged sword: Advancements and complications of machine learning in healthcare. Ryan Chu

A double-edged sword: Advancements and complications of machine learning in healthcare. Ryan Chu Candidate for MHSc in Clinical Engineering Presented for CESO 2019 What is Machine Learning? Branch of artificial intelligence (AI)

763 views • 13 slides
MACHINE LEARNING, STATISTICAL LEARNING AND PARALLEL COMPUTING INTRODUCTION VS MACHINE LEARNING

MACHINE LEARNING, STATISTICAL LEARNING AND PARALLEL COMPUTING INTRODUCTION VS MACHINE LEARNING

JACOPO DI IORIO, MATTEO FONTANA, DANIELE OCCHIUTO, CLAUDIA VOLPETTI MACHINE LEARNING, STATISTICAL LEARNING AND PARALLEL COMPUTING INTRODUCTION VS MACHINE LEARNING STATISTICAL LEARNING Separate evolutions, but with shared methodologies MERGE

565 views • 55 slides
Machine Learning for SAT Holger H. Hoos Department of Computer Science University of British

Machine Learning for SAT Holger H. Hoos Department of Computer Science University of British

Machine Learning for SAT Holger H. Hoos Department of Computer Science University of British Columbia Canada Dagstuhl Seminar on Theory and Practice of SAT Solving 2015/04/21 How can machine learning methods help to ... I build better SAT

689 views • 27 slides
Emerging Leaders of Gaming Webinar Series Machine Learning in Practice: Applications for the

Emerging Leaders of Gaming Webinar Series Machine Learning in Practice: Applications for the

Emerging Leaders of Gaming Webinar Series Machine Learning in Practice: Applications for the Gaming Industry Please stand by. Webinar will begin at 1:00 p.m. EST Presented by: Brief Technical Overview Marie Casias Manager, Marketing &

487 views • 31 slides

More recommend