
In college, there was a course called “PRML”, the infamous ML elective that pretty much everyone wanted to take.
When I first heard about it, my seniors told me to take probability first.
But why was probability important for ML?
I had no idea.
If you like learning AI concepts through easy-to-understand diagrams, I’ve created a free resource that organises all my work in one place — feel free to check it out!

In college, there was a course called “PRML”, the infamous ML elective that pretty much everyone wanted to take.
When I first heard about it, my seniors told me to take probability first.
But why was probability important for ML?
I had no idea.
If you like learning AI concepts through easy-to-understand diagrams, I’ve created a free resource that organises all my work in one place — feel free to check it out!

Before ChatGPT Could Talk
The first time I had a real conversation with ChatGPT, I did what any self-respecting engineer would do — I tried to break it. I threw ambiguous sentences at it, asked it to explain recursion using only cooking metaphors, had it write code in languages I made up on the spot. And it just… worked. I’d been following transformer models since 2017. I understood the theory, had even built smaller versions myself. At Codika, where we’re building systems that transform business requirements into run...

Why AI loves eigenvectors (and you should too)Compression, clarity, and the math that makes it possi…
Compression, clarity, and the math that makes it possible

Before ChatGPT Could Talk
The first time I had a real conversation with ChatGPT, I did what any self-respecting engineer would do — I tried to break it. I threw ambiguous sentences at it, asked it to explain recursion using only cooking metaphors, had it write code in languages I made up on the spot. And it just… worked. I’d been following transformer models since 2017. I understood the theory, had even built smaller versions myself. At Codika, where we’re building systems that transform business requirements into run...

Why AI loves eigenvectors (and you should too)Compression, clarity, and the math that makes it possi…
Compression, clarity, and the math that makes it possible
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