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Amazon’s own ‘Machine Learning University’ now available to all developers

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Re: Amazon’s own ‘Machine Learning University’ now available to all developers

#61

I haven't had a lot of time to look at the offering, but can anybody tell me if these courses have any theory, or are they just for promoting specific AWS ML services without going into the underlying complexity?

I looked at what I could about the courses on the "Developer" path (mostly just the titles of the different sections of each course), and there's obviously a very heavy focus on AWS ML services. Also my general impression is that the courses are too short to actually cover in depth what they say they're covering. Probably good for an overview.

Re: Amazon’s own ‘Machine Learning University’ now available to all developers

#63

Earlier quoted context omitted.

All that machine learning and they still think I would like to re-buy every product I've ever purchased.

It's worth pointing out that this recommendation behavior is only unintelligent if it has a downside, i.e. reduces Amazon's profits. Companies (and their AIs) only care about your business transactions, not whether you're annoyed. I'm sure Amazon engineering is well aware of the jokes about their recommendation engines. But their recommendation engines are not calibrated to reduce jokes, they are calibrated to increa…

For better or worse, I make a lot of business decisions based on my annoyance level. Actually a tenant of UX, the annoyance meter!

Re: Amazon’s own ‘Machine Learning University’ now available to all developers

#64
post #16
post #12

Earlier quoted context omitted.

Well it might be true for certain products. But I find it funny how they recommend me my phone or my laptop. Those aren't things you usually buy in bulk.

See this thread by patio11 for a good explanation as to why this isn't as dumb as it looks: https://mobile.twitter.com/patio11/status/982208307057246209

The refrigerator example is stupid. I'm talking about buying something from Amazon, so if I have buyer's remorse or it's broken I won't ever buy that model of the same thing again from Amazon. I would at most return it, which the ad might remind me of.

There's a certain truth to you being in that buyer's class now, because there is a certain population that buys laptops. Yet as he stated, I'm not in the buying cycle. I would probably be in the buying cycle again in 1-2-3-4-5 years from now. So immediately advertising for something you buy rarely (refrigerators more, laptops less, phones maybe more often) is still wasted ad space.

David Scotten's comment on that thread is a bit more on point: "There's the opportunity cost of not showing another ad in that slot, though. So they're showing you what they think is the ad with the highest expected value for them."

I think they don't calculate the opportunity cost right. They will advertise right away for something that is unlikely in their best slot in my emails.

It would be better for them to advertise other related electronics (headphones that work with bluetooth if you just bought a new phone with bluetooth, loudspeakers, computer screen, external keyboard, docking station, etc.) Those would actually be much more likely buys for me.

Funny actually how babies are mentioned. I never had a baby, nor do I have a girlfriend (something Amazon should probably know with some basic data science), yet they always advertise baby diapers to me, even to the point of sending me some as advertisement. I still can't figure out how that happened.

For me Amazon is a store where I always look for something specific. Only the book recommendations have really made me buy something I didn't think of before. I think there's a lot of lost potential here for Amazon.

Re: Amazon’s own ‘Machine Learning University’ now available to all developers

#65
post #30

Earlier quoted context omitted.

That's not true, putting a product I've already ordered on my recommended list instead of something i actually want to buy is costing them money in lost sales.

Amazon also doesn't know if this is a single use or consumable item. Some things have significant marginal utility beyond 1, and others can be consumed and need to be reordered. (Charging cables, Amazon echo for multiple rooms, paper goods, etc.)

Amazon should know - can't it munge peoples shopping records to spot patterns.

Like mentioned in a sibling comment, I bet Amazon could very easily deduce that toner is sold a lot more often than actual printers.

Re: Amazon’s own ‘Machine Learning University’ now available to all developers

#66
post #30

Earlier quoted context omitted.

That's not true, putting a product I've already ordered on my recommended list instead of something i actually want to buy is costing them money in lost sales.

That’s assuming those are the alternatives. If the alternative is instead to show you something you’ve already ordered or nothing, the odds of you ordering again if you see the thing you’ve ordered already are small, but nonzero.

If the chance I'm going to buy something that I've already bought again is close to 0, and it's not smart enough to find anything else for me that it thinks I should buy, then logically it should show me random things. That way I'm training the algorithm for them and maybe I'll find something I want.

Re: Amazon’s own ‘Machine Learning University’ now available to all developers

#67

Earlier quoted context omitted.

There is a "Math for Machine Learning" course.

I just flipped through that course. It covers just vectors, matrices, probability, and derivatives. A better (and faster) resource is to use chapters 2-5 of Deep Learning by Goodfellow et al, but the mathematical detail in that book may be offputting for beginners.

I agree with your comment. The AWS course recommends that you should skip the class if you either minored or majored in math.

Re: Amazon’s own ‘Machine Learning University’ now available to all developers

#68
One of the hardest to use online learning platforms ever. I thought it was going to be a structured course from beginner to expert.

Of course Amazon doesn't make it that easy.

And the Free Digital Training 'enroll now' button does absolutely nothing. You'll spend most of your time choosing which of the 90 Machine Learning courses to do.

Re: Amazon’s own ‘Machine Learning University’ now available to all developers

#69
post #68

One of the hardest to use online learning platforms ever. I thought it was going to be a structured course from beginner to expert. Of course Amazon doesn't make it that easy. And the Free Digital Training 'enroll now' button does absolutely nothing. You'll spend most of your time choosing which of the 90 Machine Learning courses to do.

You have to enroll, and then add it to your “transcript” to actually start using the course materials. A bit confusing.

As for the content, most of it seems to be geared towards IT professionals (ie focusing towards implementation) instead of underlying theory.

Re: Amazon’s own ‘Machine Learning University’ now available to all developers

#70
post #68

One of the hardest to use online learning platforms ever. I thought it was going to be a structured course from beginner to expert. Of course Amazon doesn't make it that easy. And the Free Digital Training 'enroll now' button does absolutely nothing. You'll spend most of your time choosing which of the 90 Machine Learning courses to do.

You have to enroll, and then add it to your “transcript” to actually start using the course materials. A bit confusing. As for the content, most of it seems to be geared towards IT professionals (ie focusing towards implementation) instead of underlying theory.

Yeah I kinda worked this out eventually. But quite unintuitive. Can hardly call it a "Machine Learning University" imho.
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