Reinforcement Learning ( sách gia công bìa mềm )
Thể loại:
Computers
Năm:2021
In lần thứ:1
Ngôn ngữ:English
Trang:408

Reinforcement learning (RL) is a machine learning (ML) paradigm that is capable of
optimizing sequential decisions. RL is interesting because it mimics how we, as
humans, learn. We are instinctively capable of learning strategies that help us master
complex tasks like riding a bike or taking a mathematics exam. RL attempts to copy
this process by interacting with the environment to learn strategies.
Recently, businesses have been applying ML algorithms to make one-shot decisions.
These are trained upon data to make the best decision at the time. But often, the right
decision at the time may not be the best decision in the long term. Yes, that full tub of
ice cream will make you happy in the short term, but you’ll have to do more exercise
next week. Similarly, click-bait recommendations might have the highest click-
through rates, but in the long term these articles feel like a scam and hurt long-term
engagement or retention.