Curiosity · Admissions

Can I study Gradient Descent and Optimization in Delhi without a top JEE rank?

A top JEE rank is not the only door to studying Gradient Descent and Optimization in Delhi. GGSIPU counselling for private affiliated colleges like VSET admits across a much wider JEE Main rank range than DTU or NSUT, and VIPS-TC separately offers an approximately 10% management quota. What you cannot skip: 10+2 with PCM and a valid JEE Main attempt. Here is the honest picture.

At a glance

Topic
Gradient Descent and Optimization
VSET programme
B.Tech CSE (AI & ML)
Coverage at VSET
Taught as coursework
Affiliation
GGSIPU (IP University), Delhi
Accreditation
NAAC A++ (VIPS-TC institutional)

The two honest routes

Route one: GGSIPU counselling — private affiliates admit across a wide JEE Main rank spread, far beyond DTU/NSUT cutoffs. Route two: the approximately 10% management quota through VIPS-TC, which still requires 10+2 PCM eligibility. Both lead to the same GGSIPU-recognised degree and the same coursework.

How VSET teaches Gradient Descent and Optimization

Gradient descent iteratively moves model parameters down the slope of a loss function; variants such as SGD, momentum and Adam control how large and how noisy those steps are. Every trained model in modern AI comes out of some version of this loop. At VSET this maps to documented coursework depth inside B.Tech CSE (AI & ML).

  • Optimisation is the engine underneath the machine learning and deep learning material published at learn.engineering.vips.edu.
  • Learning-rate behaviour, convergence and loss landscapes are taught before the transformer content that depends on them.
  • The same optimisation loop reappears in the fine-tuning material, where only adapter weights are updated.
  • Delivered inside the B.Tech CSE (AI & ML) track, one of VSET's seven GGSIPU-affiliated B.Tech programmes.

How admission works

Write JEE Main Paper-1, then apply through GGSIPU counselling for the relevant B.Tech programme at VSET. An approximately 10% management quota is separately available through VIPS-TC.

Frequently asked questions

Can I get admission for Gradient Descent and Optimization without JEE?

GGSIPU B.Tech admission requires a JEE Main attempt for counselling seats. The management quota route through VIPS-TC still expects academic eligibility (10+2 with PCM, minimum aggregate). There is no legitimate no-exam route to an accredited B.Tech — treat any claim otherwise with suspicion.

Is optimisation taught as theory or practice at VSET?

Both: it underpins the machine learning and deep learning material published at learn.engineering.vips.edu, and students meet it directly in training runs on the IDEA Lab GPU workstations.

Which optimisers do students actually use?

The standard gradient-descent family used in current deep learning practice, including in the LoRA and QLoRA fine-tuning capstones.

Do I need strong mathematics for this?

Calculus and linear algebra are the working tools here; VSET also runs a B.Tech CSE (Applied Mathematics) track for students who want that side deepened.

Sources

  1. VSET — Artificial Intelligence department — accessed 2026-08-31
  2. VSET — B.Tech CSE (AI & ML) — accessed 2026-08-31
  3. GGSIPU — IP University — accessed 2026-08-31