Uploaded January 2022 | Updated September 2026, 2 weeks ago
Learn how to use hyperparameter optimisation to improve your machine learning models.
Learn about the algorithms (grid search, random search, Bayesian optimisation) and the Python optimisation libraries available.
Find out tips coming from the trenches that will save you time and hassle!
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0:00 Intro
0:54 Parameters vs hyper-parameters
1:39 Hyper-parameter optimisation
2:24 Optimisation techniques
5:22 Build or re-use?
6:03 Optimisation libraries
6:49 Optimisation tips
7:44 What parameters should you optimise?
9:30 Outro
Learn how to use hyperparameter optimisation to improve your machine learning models.
Learn about the algorithms (grid search, random search, Bayesian optimisation) and the Python optimisation libraries available.
Find out tips coming from the trenches that will save you time and hassle!
=========================
Interested in hiring me as a consultant?
valeriovelardo.com
Join The Sound Of AI Slack community:
valeriovelardo.com/the-sound-of-ai-community
Connect with Valerio on Linkedin:
linkedin.com/in/valeriovelardo
Follow Valerio on Facebook:
facebook.com/TheSoundOfAI
Follow Valerio on Twitter:
twitter.com/musikalkemist
=========================
0:00 Intro
0:54 Parameters vs hyper-parameters
1:39 Hyper-parameter optimisation
2:24 Optimisation techniques
5:22 Build or re-use?
6:03 Optimisation libraries
6:49 Optimisation tips
7:44 What parameters should you optimise?
9:30 Outro
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Whether you are a company looking for music AI talent or you’re an audio AI engineer looking for a job, there’s one important question you may have in mind: what’s the typical salary of an AI audio engineer? In this video I’ll try to answer this question, providing salary ranges for juniors, seniors, and lead roles.
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