NTH
So I think the answer to your question is "both". :) To build an AI app, you need many of the same skills you need to build any other type of app. But it's not like AI is some spooky thing that only ML pros can touch. It's accessible to any dev.
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Testing JavaScript
I'm not convinced the shell scripts are a good alternative, though. (Maybe they are for your scenario.) I would like to write a follow-up post talking about this.
Maybe stop using Grunt?
How to Write Sane, Reusable Grunt Tasks
Thoughts on Realtimeconf 2013
* Violently throwing out competing religions, like Christianity
* Belief in a single god-king (Stalin)
* Total faith in the power of communism as the most perfect solution to the world's problems
* Harsh punishments handed out to those who question the orthodoxy (gulags)
* Obsessed with submission of the individual before an institution
Blind, violent faith in bad ideas could reasonably be blamed for a vast amount of the world's problems.
People Chose Bing Over Google Nearly 2:1 in Blind Comparison Tests – Really?
Ask HN: Your Personal Finance Software?
What hacker-friendly personal finance managing software is out there? Mainly what I'm interested in is:* Being able to set budgets as percentages of my income * Being able to Play around with those budgets to see how a new expense would affect everything else * Having credit card purchases automatically tallied into the correct budgets, so I can see how much room I have remaining in each *...
You should probably check existing web crawler solutions to see if you can adapt them before rolling your own.