151: Machine Learning Engineering with Liran Hason
from Programming Throwdown Hosted by Patrick Wheeler and Jason Gauci with Guest Liran Hason
Machine Learning Engineer is one of the fastest growing professions on the planet. Liran Hason, co-founder and CEO of Aporia, joins us to discuss this new field and how folks can learn the skills and gain the experience needed to become an ML Engineer!
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Chapters
- 0:15 Liran's Early Career
- 3:05 Transition to ML
- 5:46 Education and Experience
- 8:41 The Motivation Behind Founding Aporia
- 12:51 Taking the Leap: Starting Your Own Company
- 16:56 Building as a Gateway to ML Engineering
- 21:36 Monitoring and identifying why models fail
- 24:56 Defining Machine Learning Engineering
- 28:48 Developing a Data Science Core
- 32:27 The Importance of Statistics
- 36:24 The challenges of deploying models in production
- 42:11 Scaling ML Models
- 44:07 Auto-Retraining Risks
- 47:05 ML Engineer Resume
- 50:41 Choosing Between Data Science and ML Engineering
- 55:02 The Complexity of C++ and Modern Alternatives
- 57:27 Comparing Rust, C++, and Golang
- 1:00:25 The power of modern embedded systems
- 1:03:58 Introduction to Aporia
- 1:07:37 Monitoring Performance Metrics
- 1:10:21 Aporia's Dashboarding and Alerting
- 1:14:24 Closing Remarks
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This episode is 1 hour and 18 minutes long.
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This episode was published on February 13, 2023.
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