by Atif | Jan 1, 2026 | eng
Five years ago, my journey into Data Analysis, Data Science, and Machine Learning didn’t begin with clarity or confidence. It began with confusion. I was standing at the edge of a rapidly evolving field, staring into an endless stream of tools, frameworks, and...
by Atif | Jun 23, 2023 | eng
Introduction Most machine learning work dies inside a notebook. Brilliant experiments. Impressive metrics. Clever feature engineering. None of it matters if no one outside the data team can actually use the results. This is the core problem VisPilot was designed to...
by Atif | May 16, 2023 | eng
Introduction Most people think computer vision is simple. Upload an image. Run a pre-trained model. Get a bounding box. Done. But real-world computer vision is not a static image problem. It’s a systems engineering challenge — one that requires: real-time inference...
by Atif | Apr 4, 2023 | eng
Introduction Five years ago, the world of data was divided neatly: Data Scientists built models Data Engineers built pipelines Software Developers built applications Analysts built dashboards ML Engineers stitched everything together Those days are gone. Today,...
by Atif | Mar 15, 2023 | eng
Introduction Most organizations say they’re “data-driven.” Very few actually are. Why? Because they treat data analysis like a disconnected sequence of tasks: Someone queries a database Someone exports a CSV Someone cleans it in Python Someone plots it Someone else...
by Atif | Feb 24, 2023 | eng
The Journey That Built a Full-Stack Data Professional The Path Nobody Talks About Most Data Scientists come from one of three worlds: academia, analytics, or bootcamps. My story is different. I started in web development — writing PHP backends, building React...
