By

admin
While AI engineers are building powerful systems, data scientists bring some unique skills that are often overlooked — yet absolutely crucial.
AI is moving fast — sometimes too fast. In the rush to build, it’s easy to lose sight of what really matters. Whether you’re a founder, product leader, or engineer, these eight principles can help ground your efforts and steer you toward building AI that actually works — and works responsibly.
Data scientists analyze and visualize massive data on virtual screens, using AI to process complex data. Big data technology and data science. Data flow. Digital neural network artificial intelligence
Looking back over the past 20+ years, my coding style and experience have evolved dramatically. When I reflect on that journey, I see four distinct eras — each shaped by the tools, habits, and mindset of the time. Technology keeps evolving. And as it does, so do we.