Non-linear regression - least square regression

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I was trying to get some insight into how to solve non-linear regression model problems. Unfortunately, I've never attended a lecture on statistical math.

Here is the link: In page number 4, they said, calculate the least square regression. I don't understand what they mean by that. I tried searching for it. Could you give me an insight for that.