Measuring, not guessing
The thing that separates people who can use AI from people who can build with it
is evaluation.
Anyone can change a prompt and feel that the output improved. Almost nobody
builds a set of test cases first, measures against it, and can then say whether a
change actually helped or just felt better on the three examples they happened to
look at.
That habit is the spine of this course, and it is the question a serious
interviewer asks.
Foundations before generative
It is tempting to start with the exciting part, and courses that do produce
students who are fluent for about a year.
Machine learning foundations come first here — how a model learns, what
overfitting looks like, why a baseline matters — because generative systems sit
on top of that and behave incomprehensibly without it. Retrieval, embeddings and
evaluation all make sense once the underlying ideas are in place, and are magic
otherwise.
The mathematics question
Class 12 mathematics is enough, and the first module teaches what is needed
geometrically rather than as proofs.
Gradients as which way is downhill. Vectors as directions with length. Probability
as how surprised you should be. That framing is sufficient for everything in the
course, and students from commerce and other non-engineering streams complete it
regularly.
If you are worried about this specifically, come and sit in on the first module
before deciding.
Where the work actually is
Most NCR AI roles are in Gurgaon, Noida and central Delhi rather than East Delhi.
Expect a commute or a move, and treat any promise otherwise with suspicion.
There is a second route people underuse: applying this inside a job you already
have. Automating a reporting process, building a retrieval assistant over your
company’s own documents, or replacing a manual review step is frequently a faster
path to being paid for AI work than competing for a titled role as a fresher.
Getting there
S-551, School Block, Nehru Enclave, Shakarpur — walking distance from Laxmi Nagar
metro station. Machines are provided; a laptop helps for practice between
sessions but is not required to start.