Posts by Lakshmi Mahabaleshwara

@Lakshmi Mahabaleshwara

Lakshmi Mahabaleshwara

I am a Data & AI Engineer and Architect with 20+ years of experience designing a...
Joined September 2026
820 Points • 14 Badges • 7 Connections • 7 Followers • 10 Following

Posts by Lakshmi Mahabaleshwara

Lakshmi Mahabaleshwara • • in Articles • 6 min read
What is a File Format? A file format defines how data is structured and stored so that software can read and write it consistently. Think of it as the container for your data. Just like music comes in MP3, WAV, or FLAC, data files also come in dif...
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Lakshmi Mahabaleshwara • • in Articles • 7 min read
Introduction Most ML tutorials jump straight into models and algorithms. But here is what no one tells beginners: the model isn't where the magic happens. The data preparation is. Think of it this way. You wouldn't hand a toddler a jigsaw puzzle w...
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Lakshmi Mahabaleshwara • • in Articles • 4 min read
Introduction Most machine learning explanations start with algorithms. In this blog, let's start with a simpler question: how does anything learn? At its core, machine learning isn’t magic; it’s a set of strategies for turning data into behavior. ...
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