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Is machine learning really helping machines learn?

Apr 24, 2025

Will machines take over the world? Will robots become more intelligent than humans? Are unicorns real? Or is this all just another bubble?

As simply this can be stated - Machines don’t learn.

Don’t get fooled by marketing.

The purpose of machine learning is to build statistical computers that can create an approximation function and figures out how to map a domain of x to its range of y. It’s all math.

y = f(x)

Besides, any machine learning use case that has seen the light of production, is 10-20% ML and 80-90% elegant software engineering: APIs, security, rate limiting, data engineering, caching, monitoring, etc.