Great collection of practical rules for routine DS engineering / research job.
Machine Learning in a company is 10% Data Science & 90% other challenges, this pdf provides a great deal of principals and solutions to deal with them.
We can only recommend saving this post to your Saved Messages by forwarding it to yourself.
Link: http://martin.zinkevich.org/rules_of_ml/rules_of_ml.pdf
#cheatsheet #advice #practical #common #shouldbesaved
Machine Learning in a company is 10% Data Science & 90% other challenges, this pdf provides a great deal of principals and solutions to deal with them.
We can only recommend saving this post to your Saved Messages by forwarding it to yourself.
Link: http://martin.zinkevich.org/rules_of_ml/rules_of_ml.pdf
#cheatsheet #advice #practical #common #shouldbesaved
On the concept of 'intellectual debt'
There is technical debt — when you know you should rewrite some stuff, or implement some features, but they don't seem critical at the moment. So article introduces a concept of 'intellectual debt', which resies with more broad and common use of #MachineLearning and #DeepLearning (specially, the latter). What happens when AI gives us seemingly correct answers that we wouldn't have thought of ourselves, without any theory to explain them?
Link: https://www.newyorker.com/tech/annals-of-technology/the-hidden-costs-of-automated-thinking
#Meta #common #lyrics
There is technical debt — when you know you should rewrite some stuff, or implement some features, but they don't seem critical at the moment. So article introduces a concept of 'intellectual debt', which resies with more broad and common use of #MachineLearning and #DeepLearning (specially, the latter). What happens when AI gives us seemingly correct answers that we wouldn't have thought of ourselves, without any theory to explain them?
Link: https://www.newyorker.com/tech/annals-of-technology/the-hidden-costs-of-automated-thinking
#Meta #common #lyrics
The New Yorker
The Hidden Costs of Automated Thinking
Overreliance on artificial intelligence may put us in intellectual debt.