True ML Talks #6 | Machine Learning
TrueMLTalks #6 | Machine Learning @nomadhealth8131
In today’s episode of TrueMLTalks, we have with us Liming Zhao, CTO at Nomad Health, a technology company that is trying to bring efficiency and data transparency to the supply and demand of clinicians in the healthcare staffing industry.
In our conversation with Liming, we covered the following aspects:
✅Different dynamics and workflows surround the healthcare staffing space.
✅Areas where AI and ML were primarily used at Nomad
✅Nomad's team structure
✅Feature solutions provided by Vertex AI
✅The time it took to build a platform on top of Vertex AI and move critical parts outside.
✅New innovations and the operationalization of ML models to maximise business impact
✅Feelings in retrospect about design decisions taken.
✅Cloud cost optimization and transition
Liked the video? Like, comment, and subscribe for more!
_____________________________________
00:00 Start.
02:05 How the marketplace functions
05:49 AI and ML use cases at Nomad
10:09 Use cases to handle the resume site.
12:38 The structure and size of ML teams at Nomad.
14:17 How external datasets and pre-built models were leveraged
17:12 Feature solutions by Vertex AI and the reason behind building a custom platform in-house
28:09 Time it took to build out a platform on top of Vertex AI
31:09 ML platform innovation which maximised business impact
35:39 Feelings in retrospect about design decisions taken in the last year
39:58 Tool recommendations for a good MLOps stack
43:53 Managing cloud costs through optimization
46:10 MLOPs: Cost implications of Build versus Buy
___________________________________
ABOUT OUR GUEST
Liming Zhao is the CTO of Nomad Health, a technology firm in the healthcare staffing sector that aims to increase the industry's efficiency and data transparency to address the clinician shortage and balance supply and demand. Nomad Health uses technology, a marketplace, and recommendations to do this.
⚡Reach out to Liming at the below link - / limingzhao
ABOUT OUR CHANNEL
TrueMLTalks is a video series in which we interview machine learning industry professionals from companies such as Gong, StichFix, SalesForce, Facebook, Simpl, and others. We provide an insightful understanding of their experiences managing complex ML pipelines and developing successful best practices, making it a valuable resource for professionals looking to stay current on the latest advances in the field.
_____________________________________
ABOUT TRUEFOUNDRY
TrueFoundry is a cross-cloud machine learning deployment PaaS that enables enterprises to speed up model testing and deployment while maintaining full security and control for the Infra/DevSecOps team. We enable machine learning teams to deploy and monitor models in 15 minutes with 100% reliability and scalability, saving money and allowing models to be released into production faster, resulting in genuine business value. We deploy on the customer's infrastructure, taking data privacy and other security concerns into consideration.
⚡ A short ~4 min demo of the platform: https://t.ly/0fk1
Read our blog: https://blog.truefoundry.com/machine-...
Subscribe to our newsletter: https://t.ly/oORp
Try our platform now - https://app.truefoundry.com/company-r...
Book a personalised demo - https://www.truefoundry.com/book-demo...
#machinelearning #healthcare #ai
Смотрите видео True ML Talks #6 | Machine Learning онлайн без регистрации, длительностью часов минут секунд в хорошем качестве. Это видео добавил пользователь TrueFoundry 20 Апрель 2023, не забудьте поделиться им ссылкой с друзьями и знакомыми, на нашем сайте его посмотрели 266 раз и оно понравилось 11 людям.