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by mrmaximus 3429 days ago
Ask yourself this: Is there a market for database developers that don't have a PH.D in Relational Algebra? "AI" will be democratized very quickly just like data (SQL, Excel, etc.) has and solving business problems with technology will be more important than ivory tower tinkering. That being said, if you're interested in Deep Learning... do yourself the favor of truly understanding what is happening with backpropogation and eventually learn to code networks by hand, from memory; simply to aid your own intuition.
1 comments

> "AI" will be democratized very quickly...

Honestly, I think we're already there, with frameworks like TensorFlow/Keras, Torch, and others.

As a software engineer with 25+ years of experience, these frameworks take a ton of the pain out of writing ML applications (particularly neural networks, which is where they are mainly focused). They also make it easy to integrate GPU and other multi-core-based training into the mix with almost zero effort.