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What Is Machine Learning? Why TikTok Knows You So Well

  • Writer: Rafael Martino
    Rafael Martino
  • Oct 26
  • 2 min read

You probably think you understand what Machine Learning is, but most people get it completely wrong. Here's what's actually powering the technology you use every single day.


Watch the full explanation:


What Is Machine Learning? Why TikTok Knows You So Well


The Invisible Technology Running Your Life


You use Machine Learning dozens of times every day without realizing it. When TikTok shows you the perfect video, when your bank blocks a fraudulent transaction, when Google instantly finds what you're searching for - that's all Machine Learning. But it's not what most people think it is.


Machine Learning is the foundation that makes modern AI possible, including Generative AI. It's not the same as ChatGPT or AI assistants - it's the underlying technology that powers them.



Traditional Programming vs Machine Learning


The difference is fundamental. Traditional programming means you tell the computer exactly what to do. Machine Learning means you show the computer thousands of examples and let it figure out the patterns itself.


Instead of programming "if email contains certain words, mark as spam," you give the system ten thousand spam emails and ten thousand legitimate emails and say "figure out what makes them different." That's how Gmail's spam filter learned to recognize patterns no human could have programmed.



How Your Favorite Apps Actually Work


TikTok's algorithm learns from hundreds of videos you watch to predict what will keep you scrolling. Google Maps learns from real traffic data to predict the fastest routes. These systems get better over time because they keep learning from new data.


Machine Learning includes many different approaches. Some predict what you'll like, others recognize images, others detect fraud. The Transformer technology that powers GPT is just the newest breakthrough, specifically for human language.



The GPT Connection and Current Controversies


The P in GPT stands for Pre-trained, and that pre-training is Machine Learning. GPT learned patterns from millions of text examples scraped from websites and articles across the internet. This sparked debates about data usage, even though AI companies were essentially doing what search engines have done for years: accessing publicly available information.


The key difference? Search engines link back to original sources, while AI models generate new content without attribution. Since 2023, major lawsuits have emerged from The New York Times, authors, and music companies against AI companies, and the debate continues.



What This Means for You


Next time TikTok shows you the perfect video, or ChatGPT gives you an answer possibly based on someone's blog post, you'll know exactly what's happening behind the scenes. Machine Learning has been revolutionizing your life quietly for years. GPT just made it impossible to ignore.



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