Slightly contrarian, or maybe not-but is anyone else sort of fatigued with social media trying it's hardest to do it all for you? Algorithmic timelines telling me what happened while I was gone (trust me, twitter...I would have gotten to it eventually), prioritizing what shows up (trust me facebook, I do a very good job hiding content on my own), telling me what I ought to buy (trust me, Amazon if I wanted it-I'd eit…
You aren't alone - I don't take well to unsolicited advice, unless it's about avoiding traffic :)
I'm starting to feel like some good old brains would serve us well sometimes. Take Google Maps' traffic again, it can tell me the traffic now. It can tell me expected traffic tomorrow. But it doesn't understand that if I depart at 8am and I arrive at 10am, then at 9am that traffic jam is worse than when I departed. I'm better at planning this route myself this way. Kudos to the people who built the whole model (almost certainly using some sophisticated algorithms) that automatically detects traffic when there's enough data, probably correlating it with their map data and stuff, but this is an elementary feature apparently nobody there thought to implement. It's not all just training sets and enough CPU power, some human intelligence to provide it with the concept of time would be smart, too.
Now this might seem like one silly example, but in many cases it's like this. People promote machine learning and neural nets and all sorts of automated training in situations where some research and an if statement or five would have worked as well.
Another simple example: we had security monitoring class and one of the topic was machine learning. Let your intrusion detection system learn normal traffic patterns and alert on, say, traffic spikes on Sunday nights when there should be few if any people working. I feel like looking at traffic data and some if statements would be more useful, especially since you can then integrate it with holidays and events and whatnot. Indeed, one of the warnings in the course was that "during events this will go off as well". Yeah, that's why we shouldn't use it here in the first place. This just a hammer and screw issue.