Unraveling the Complexities of Model Deployment in Dynamic Marketplaces - ML 151

Unraveling the Complexities of Model Deployment in Dynamic Marketplaces - ML 151

Deeksha Goyal is the Senior Machine Learning Engineer at Lyft and Michael Sun is the Staff Software Engineer at Lyft. They delve into the intricacies of machine learning and data-driven technology. In this episode, they explore the challenges and innovations in deploying models into production, particularly focusing on the real-world implications of ETA (Estimated Time of Arrival) modeling at Lyft. They share valuable insights, from the complexities of A/B testing and long-term impact assessment, to the dynamic nature of handling real-time data and addressing unpredictability in route predictions. Join them as they journey through the world of model deployment, bug identification, and career development within the fast-paced environment of Lyft's data-driven infrastructure.

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How to Transition from Academics to Industry - ML 114

How to Transition from Academics to Industry - ML 114

Today we speak with Noah Silbert, a former data scientist at Netflix and current data scientist at Tubi. Expect to learn about company size can impact your role and day-to-day work as a data scientist...

5 Touko 202357min

How to Make your Projects Succeed - ML 113

How to Make your Projects Succeed - ML 113

In today's episode, we walk through a project that Michael is currently working on. Expect to learn about scoping a project, getting feedback, and ensuring value. SponsorsChuck's Resume TemplateDevelo...

27 Huhti 20231h 4min

Jason Weimann - Learn Video Game Development with Chuck - BONUS

Jason Weimann - Learn Video Game Development with Chuck - BONUS

Jason Weimann is a Developer and Instructor. He returns to the show with Chuck to talk about video game creation. He shares his experiences as a developer and dives into his courses wherein he gives b...

21 Huhti 202350min

How to Think Like a Principal Architect - ML 112

How to Think Like a Principal Architect - ML 112

Today, we do a deep dive into Ben's background. We cover his career trajectory and, more importantly, how nature and nurture have impacted the way he thinks.SponsorsChuck's Resume TemplateDeveloper Bo...

13 Huhti 20231h 3min

How Do You Stop Hating Your Job? - BONUS

How Do You Stop Hating Your Job? - BONUS

Are you dissatisfied with your job? Sam Feeney helps organizations improve employee engagement, increase retention, and reinvent hiring while helping individuals (re)discover career satisfaction in th...

13 Huhti 202344min

How to Transition from Software Engineer to ML Engineer - ML 111

How to Transition from Software Engineer to ML Engineer - ML 111

Today we speak with a software engineer who is interested in becoming an ML engineer. Expect to learn about ML roles that are most attainable based on a strong software engineering skill set. We also ...

7 Huhti 202355min

Machine Learning for Meeting Notes - ML 110

Machine Learning for Meeting Notes - ML 110

Today we look at an applied use case for ML: developing intelligent meeting notes. Expect to learn about LLMs, AI assistants, and how to develop an AI startup.On YouTubeMachine Learning for Meeting No...

30 Maalis 20231h 4min

Model Serving at Databricks - ML 109

Model Serving at Databricks - ML 109

Today we deep dive into the mind of two brilliant Databricks software engineers. Their primary project was building the model serving feature, but expect to learn about ML side projects, traits of suc...

27 Maalis 202354min

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