Super Data Science: ML & AI Podcast with Jon Krohn

619: Tools for Deploying Data Models into Production


Listen Later

Jon Krohn speaks with Erik Bernhardsson, the man who invented Spotify’s original music recommendation system. They address the different ways to interview a data science candidate, how to deploy a data model into the cloud, and the approach he took that made Spotify go from a digital music startup to an AI-driven streaming giant.

This episode is brought to you by Datalore (datalore.online/SDS), the collaborative data science platform, by Zencastr (zen.ai/sds), the easiest way to make high-quality podcasts, and by Bunch (superdatascience.com/bunch), the AI driven leadership coach. Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information.

In this episode you will learn:
• The data problem that Erik’s company Modal Labs solves [04:32]
• Erik’s prolific blogging career [09:15]
• Opportunities for making data teams more efficient and productive [14:42]
• Erik’s views on interviewing data scientists and software developers [20:18]
• Erik’s tips and tricks for data science interviewees [31:35]
• How Erik built Spotify’s original music recommendation system [38:58]
• Applying vectors to other tools, and opportunities for working with vectors [47:45]
• Using Annoy to search across vectors [50:57]
• Building Python module Luigi for Spotify [55:20]
• The tools that Erik loves to work with [1:06:23]

Additional materials: www.superdatascience.com/619

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

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

  • 4.6
  • 4.6
  • 4.6
  • 4.6
  • 4.6

4.6

295 ratings


More shows like Super Data Science: ML & AI Podcast with Jon Krohn

View all
Data Skeptic by Kyle Polich

Data Skeptic

480 Listeners

Software Engineering Daily by Software Engineering Daily

Software Engineering Daily

622 Listeners

Talk Python To Me by Michael Kennedy

Talk Python To Me

585 Listeners

NVIDIA AI Podcast by NVIDIA

NVIDIA AI Podcast

334 Listeners

AI Today Podcast by AI & Data Today

AI Today Podcast

152 Listeners

DataFramed by DataCamp

DataFramed

269 Listeners

Practical AI by Practical AI LLC

Practical AI

207 Listeners

The Real Python Podcast by Real Python

The Real Python Podcast

142 Listeners

Machine Learning Street Talk (MLST) by Machine Learning Street Talk (MLST)

Machine Learning Street Talk (MLST)

96 Listeners

No Priors: Artificial Intelligence | Technology | Startups by Conviction

No Priors: Artificial Intelligence | Technology | Startups

131 Listeners

AI Chat: ChatGPT, AI News, Artificial Intelligence, OpenAI, Machine Learning by Jaeden Schafer

AI Chat: ChatGPT, AI News, Artificial Intelligence, OpenAI, Machine Learning

154 Listeners

This Day in AI Podcast by Michael Sharkey, Chris Sharkey

This Day in AI Podcast

227 Listeners

The AI Daily Brief: Artificial Intelligence News and Analysis by Nathaniel Whittemore

The AI Daily Brief: Artificial Intelligence News and Analysis

611 Listeners

AI For Humans: Making Artificial Intelligence Fun & Practical by Kevin Pereira & Gavin Purcell

AI For Humans: Making Artificial Intelligence Fun & Practical

273 Listeners

Training Data by Sequoia Capital

Training Data

40 Listeners