Setting Up MLOps at a Healthcare Startup With Vishnu Rachakonda
· 10.01.2023 · 10:42:12 ··· Dienstag ⭐ 0 🎬 0
📺 neptune_ai
On this episode of MLOps Live we have Vishnu Rachakonda as our guest. Vishnu shares his experience and answers your questions around setting up MLOps at a healthcare startup.
MLOps Live is a biweekly Q&A show where practitioners doing ML at a reasonable scale answer questions from other ML practitioners. Every episode focused on one specific subject related to MLOps. Only the juicy bits, the things you won’t find in a company blog post.
00:00 Introduction to MLOps Live
02:33 How does MLOps improve the healthcare sector?
04:27 What values can MLOps solutions bring to healthcare?
06:38 What does it take to set up MLOps in a healthcare startup?
09:35 A case study of successful MLOps integration in a healthcare startup
12:20 How professionals can enable MLOps in the healthcare sector
15:00 How to identify where to make changes in the data stack
15:39 What's the workflow for MLOps?
19:45 What ideas from DevOps can be applied to setting up MLops at any healthcare startup?
21:47 How are you leveraging generative AI in healthcare?
25:00 How to build AI systems in healthcare with a key emphasis on responsible AI and ethics?
32:49 What can be identified as healthcare-specific challenges in MLOps?
37:17 How do you solve data privacy issues and regulatory concerns that come with doing MLOps at a healthcare startup?
40:33 Which field of deep learning offers greater opportunities for greater impact in healthcare?
Episode Resources:
- Vishnu's publication: https://buff.ly/3Zq2x9t
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