Uploaded May 2022 | Updated September 2026, 2 weeks ago
There's a big problem in data science: project maintainability. Most data science projects are scrappy.
In this video, I share 7 simple strategies you can follow to improve your data science projects and minimise technical debt.
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Interested in hiring me as a consultant/freelancer?
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:
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Follow Valerio on Twitter:
twitter.com/musikalkemist
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Content:
0:00 Intro
0:42 IDE vs Jupyter Notebooks
2:43 Produce Claen Code
3:35 Lint your code
3:57 Test, test, test!
6:41 Track experiments
8:06 Version data
9:13 Use a pipeline
11:01 Takeaways
There's a big problem in data science: project maintainability. Most data science projects are scrappy.
In this video, I share 7 simple strategies you can follow to improve your data science projects and minimise technical debt.
===============================
Interested in hiring me as a consultant/freelancer?
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
===============================
Content:
0:00 Intro
0:42 IDE vs Jupyter Notebooks
2:43 Produce Claen Code
3:35 Lint your code
3:57 Test, test, test!
6:41 Track experiments
8:06 Version data
9:13 Use a pipeline
11:01 Takeaways
![MusicLM Generates Music From Text [Paper Breakdown]](https://i.ytimg.com/vi/eaqO5uT0G9Q/mqdefault.jpg "MusicLM Generates Music From Text [Paper Breakdown]
MusicLM has taken the Music AI community by storm. The model published by Google is a step ahead towards text-based music generation in the audio realm. By leveraging a clever combination of deep learning base models, MusicLM generates convincing short music clips with good audio fidelity.
Join The Sound of AI Slack Community:
https://valeriovelardo.com/the-sound-of-ai-community/
MusicLM paper:
https://arxiv.org/abs/2301.11325
MusicLM demo:
https://google-research.github.io/seanet/musiclm/examples/
Music AI talent recruitment:
https://thesoundofai.com/
Interested in hiring me as a consultant/freelancer?
https://thesoundofai.com/consulting.html
The Sound of AI Academy:
https://the-sound-of-ai-academy.teachable.com/
Advanced Python Programming:
https://the-sound-of-ai-academy.teachable.com/p/advanced-python-programming
Connect with Valerio on Linkedin:
https://www.linkedin.com/in/valeriovelardo
Follow Valerio on Facebook:
https://www.facebook.com/TheSoundOfAI
Follow Valerio on Twitter:
https://twitter.com/musikalkemist
Content:
0:00 Intro
0:45 Text-to-music
2:15 MusicLM demo
3:31 Riffusion and Mubert AI
4:37 MusicLM architecture
6:08 Components overview
7:40 SoundStream
8:20 w2v-BERT
8:51 MuLan
10:51 Training
16:18 Inference
19:52 Experiments
21:52 Limitations
24:40 Thoughts on research procedure")
