Uploaded December 2022 | Updated September 2026, 2 weeks ago

---

It's not easy to know when to start using machine learning. If you don't get the timing right, your business could waste a lot of money. In this video, I share a number of signs to check when deciding if you should invest in a machine learning solution to get a competitive advantage.

The Sound of AI Recruitment website:
thesoundofai.com

Interested in hiring me as a consultant/freelancer?
valeriovelardo.com

======================================

The Sound of AI Academy:
the-sound-of-ai-academy.teachable.com

Advanced Python Programming:
the-sound-of-ai-academy.teachable.com/p/advanced-python-programming

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
0:52 Is AI necessary for my use case?
1:29 Can ML solve my problem?
2:01 Will the benefits of adopting ML outweigh the costs?
2:46 Do we have the necessary data?
3:25 Do we have the right talent to build an ML solution?
3:49 Help hiring (music) AI talent
4:18 Final advice