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Can I use machine learning programming without knowing mathematics?

2022-06-09 06:37:00 Program type

lately , Many people are asking me this question . Do not understand mathematics can use machine learning programming ? I have answered similar questions before , The answer is simply —— Good math is very helpful for further learning programming , But it is not necessary to learn mathematics well before you can learn programming well .

Do not understand mathematics can use machine learning programming ?

Various algorithms in machine learning , They are all mathematical formulas one by one . No advanced mathematics 、 probability statistics 、 Convex optimization and so on , We can't get through all the mathematical formulas . If you want to understand the context of these formulas , And how to deduce it , It is absolutely impossible without the mathematical knowledge in front of us .

however , Including many companies need to recruit employees , It's the engineers who are trained , It's not a scientist . What we are going to learn is how to use these formulas , Know where the variables in the formula come from , How to introduce , And how changes in variables affect the results . There are all kinds of these formulas python The library can call , It doesn't take us to write .

Unless it's an algorithm oriented company .

Let's make an analogy , The company is a driving school , It's about the driver . As a driver, you don't need to know the internal structure of the car . Although understanding the internal structure of the car is very good for being a good driver . But what the market needs is a lot of drivers , instead of 4S Point repairman .

therefore , Mathematics is very poor , We can also do machine learning , Don't worry too much . however , You have to work harder than others .

I hope you have a strong programming foundation 、 Good at mathematics !

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