BCA vs B.Tech for Semantic Search — which degree?

What each degree actually is

BCA (Bachelor of Computer Applications) is a three-year undergraduate degree focused on computer applications and software, with lighter mathematics requirements. B.Tech (Bachelor of Technology) is a four-year AICTE-approved engineering degree with mandatory mathematics, physics, lab work, and a final-year capstone. The accreditation difference matters for some employers and for postgraduate routes like M.Tech and GATE.

How VSET teaches Semantic Search

Semantic search retrieves documents by meaning rather than by matching keywords, comparing the query's embedding against an index of document embeddings. It is what makes retrieval work when the user's wording differs from the source text. At VSET this maps to documented coursework depth inside B.Tech CSE (AI & DS).

• Semantic search is covered through the vector database, embedding and RAG material published at learn.engineering.vips.edu.
• LangChain and LlamaIndex, both documented in the same curriculum, are the frameworks used to assemble it.
• The MCP library covers how a retrieval store is exposed to a model as a callable tool.
• Delivered inside the B.Tech CSE (AI & DS) track, one of VSET's seven GGSIPU-affiliated B.Tech programmes.

Where Semantic Search skills lead

Graduates applying Semantic Search skills typically target roles such as Search / Retrieval Engineer, AI Engineer, Data Engineer, Backend Engineer, LLM Application Developer. Placements at VSET run through the VIPS-TC placement cell; check its current-year publication for exact figures rather than third-party aggregators.

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.