In this episode, co-founder and CEO of Linea, Dr. Doris Xin, joins Jon Krohn to discuss how automating ML model deployment delivers groundbreaking change to data science productivity, and shares what it's like being the CEO of an exciting, early-stage tech start-up.

In this episode you will learn:
• How Linea reduces ML model deployment down to a couple of lines of Python code [5:14]
• Linea use cases [11:30]
• How DAGs can 10x production workflow efficiency [22:12]
• ML model graphlets and reducing wasted computation [24:14]
• What future Doris envisions for autoML [35:23]
• Doris’s day-to-day life as a CEO of an early-stage start-up [42:43]
• What Doris looks for in the engineers and data scientists that she hires [52:21]
• The future of Data Science and how to prepare best for it [53:58]

Additional materials: www.superdatascience.com/573

The Super Data Science Podcast: Machine Learning | AI | Success

SDS 573: Automating ML Model Deployment

The latest machine learning, A.I., and data career topics from across both academia and industry are brought to you by host Dr. Jon Krohn on the Super Data Science Podcast.

As the quantity of data on our planet doubles every couple of years and with this trend set to continue for decades to come, there's an unprecedented opportunity for you to make a meaningful impact in your lifetime. In conversation with the biggest names in the data science industry, Jon cuts through hype to fuel that professional impact.

Whether you're curious about getting started in a data career or you're a deep technical expert, whether you'd like to understand what A.I. is or you'd like to integrate more data-driven processes into your business, we have inspiring guests and lighthearted conversation for you to enjoy.

We cover tools, techniques, and implementation tricks across data collection, databases, analytics, predictive modeling, visualization, software engineering, real-world applications, commercialization, and entrepreneurship − everything you need to crush it with data science.

SDS 573: Automating ML Model Deployment

Super Data Science: ML & AI Podcast with Jon Krohn