Data Driven

Alex Gold on DevOps for Data Science and Open Source Practices


Listen Later

Frank La Vigne sits down with Alex Gold, Head of Solutions Engineering at POSIT and author of "DevOps for Data Science."

Together, they explore the fascinating intersections of DevOps, MLOps, and generative AI, shedding light on the importance of social norms, innovation, and practical impact in open-source development.

Show NotesLinks
  • DevOps for Data Science (Online Version) https://do4ds.com
  • DevOps for Data Science (Amazon)


Moments

02:14 Marylander love their state flag

06:09 PBC prioritizes diverse responsibilities beyond shareholder value.

08:17 Chose Python for its versatility across fields.

12:15 Choose the right language for each pipeline stage.

16:14 Deploying software for enterprise use requires oversight.

19:26 Most data scientists rarely focus on machine learning.

23:18 Machine learning misunderstood; majority use simple models.

26:46 Generative AI in big companies, production challenges.

28:30 DevOps for data science needs unique practices.

31:28 Focus on quick wins for business value.

34:05 Focus on relationships; people problems require empathy.

37:17 Technical people focus on solving technical problems.

42:53 Companies exploring gen AI strategies, co-pilot model prioritized.

45:01 Exploring gen AI for effective customer data use.

49:32 Progress continues despite leveling off in horsepower.

52:40 AI needs deeper integration for life-changing impact.

55:39 Upload content; create NPR-style podcast summary.

58:38 Thanks for tuning in! Stay data driven.

...more
View all episodesView all episodes
Download on the App Store

Data DrivenBy Data Driven

  • 4.8
  • 4.8
  • 4.8
  • 4.8
  • 4.8

4.8

44 ratings


More shows like Data Driven

View all
Data Skeptic by Kyle Polich

Data Skeptic

475 Listeners

Talk Python To Me by Michael Kennedy

Talk Python To Me

580 Listeners

Software Engineering Daily by Software Engineering Daily

Software Engineering Daily

624 Listeners

The TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence) by Sam Charrington

The TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence)

439 Listeners

AWS Podcast by Amazon Web Services

AWS Podcast

203 Listeners

Super Data Science: ML & AI Podcast with Jon Krohn by Jon Krohn

Super Data Science: ML & AI Podcast with Jon Krohn

295 Listeners

Python Bytes by Michael Kennedy and Brian Okken

Python Bytes

214 Listeners

NVIDIA AI Podcast by NVIDIA

NVIDIA AI Podcast

312 Listeners

Machine Learning Archives - Software Engineering Daily by Machine Learning Archives - Software Engineering Daily

Machine Learning Archives - Software Engineering Daily

69 Listeners

DataFramed by DataCamp

DataFramed

266 Listeners

Practical AI by Practical AI LLC

Practical AI

196 Listeners

Me, Myself, and AI by MIT Sloan Management Review and Boston Consulting Group (BCG)

Me, Myself, and AI

101 Listeners

Ken's Nearest Neighbors by Ken Jee

Ken's Nearest Neighbors

36 Listeners

The AI Daily Brief (Formerly The AI Breakdown): Artificial Intelligence News and Analysis by Nathaniel Whittemore

The AI Daily Brief (Formerly The AI Breakdown): Artificial Intelligence News and Analysis

397 Listeners

HBR On Strategy by Harvard Business Review

HBR On Strategy

79 Listeners