This presentation will explore some of the machine learning and natural language processing approaches for analyzing noisy injury narratives collected from hospital emergency rooms and for identifying emerging product injuries from online data sources. Learners will also discuss how vision-based machine learning systems can be used for detection of personal protective equipment (PPE) compliance for safety glasses.
At the completion of this activity, the learner will be able to:
Review how different machine learning models perform in classifying noisy injury narratives
Discuss how machine learning can be used for decision support in injury surveillance while utilizing human expert knowledge
Dr. Gaurav Nanda is an Assistant Professor in the School of Engineering Technology at Purdue University with focus in Industrial Engineering Technology. He works on research problems involving applied machine learning, text mining, and intelligent decision support with applications in safety, smart manufacturing, and STEM education.
The Center for Occupational and Environmental Health designates this activity for a maximum of 1.0 Contact Hour. Participants should claim only the credit commensurate with the extent of their participation.
Certificates of Completion will be available to webinar participants who are present for the complete, live webinar, and logged in with their registered email address. Call-in attendees are not eligible for certificates at this time - Please download the Zoom app to log in via email on your smartphone whenever possible.
In order to receive your Certificate of Completion, qualified learners must complete the post-webinar evaluation within 7 days of the webinar. A link to the evaluation will be emailed to qualified learners 24 hours after the webinar via no-reply@zoom.us. Qualified learners who submit their evaluation will receive a Certificate of Completion via email, and can also print/save the certificate from their browser after submitting their evaluation.
If you're not able to attend the live presentation, no problem! We record most presentations and will host them on our website provided we have permission to do so. Presentation recordings are not eligible for Certificates of Completion.
If you require an accommodation for effective communication (ASL interpreting/CART captioning, alternative media formats, etc.) to fully participate in this event, please contact Will Bellamy at (510) 642-8365 or wbellamy@berkeley.edu(link sends e-mail) with as much advance notice as possible and at least 7-10 days in advance of the event.
The goal of the Northern California ERC, a consortium of programs at the University of California’s Center of Occupational and Environmental Health, is to train professionals as practitioner and research leaders in occupational safety and health by offering graduate degrees, residency training, clinical experiences, and research mentorship to trainees. The aim of the ERC is to provide a broad, multidisciplinary educational experience involving student and faculty collaborations in the classroom, laboratory, and field. Through academic training, research, and community service projects, our faculty and trainees address ongoing and emerging challenges facing US Workers. Activities are grounded in multi-campus, interactive teaching programs that translate knowledge into information that can be used to improve worker safety and health.
