AIMSAPCCOE
NLP SUITE

Club Recruitment Matching + 5 Standalone NLP Tools — powered by NLTK, scikit-learn, gensim & spaCy.

CLUB RECRUITMENT MATCHER

I'M A
SECRETARY

Evaluate student applicants for your club's open positions. Score candidates from their GitHub & portfolio.

EVALUATE STUDENTS →

Check how well YOUR profile fits a club before you apply. See a breakdown of your strengths and gaps.

CHECK MY FIT →

NLP ASSIGNMENT TOOLS

Standalone NLP modules — Assignments 3–7

Stem & Lemmatize

Per-token comparison of PorterStemmer, SnowballStemmer, and WordNet Lemmatizer with POS-tag mapping.

ASSIGNMENT 3 →

POS tagging + Word2Vec-powered news category classifier with accuracy, precision, recall & F1 evaluation.

ASSIGNMENT 4 →

Named Entity Recognition

spaCy-first NER (en_core_web_sm) with automatic NLTK ne_chunk fallback. Groups entities by type with inline annotation.

ASSIGNMENT 5 →

TF-IDF Explorer

Fit a TF-IDF vectorizer on custom docs or the HuffPost dataset. Extract top keywords and rank documents by cosine similarity.

ASSIGNMENT 6 →

N-gram Language Model

Unigram / Bigram / Trigram LM with Laplace smoothing, weighted-random text generation, and perplexity evaluation.

ASSIGNMENT 7 →

HOW THE MATCHER WORKS

01

Enter a position description or club website URL

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02

We scrape GitHub profile, repos & portfolio

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03

NLP engine scores across 5 weighted levels

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04

Get score /100 + detailed breakdown + recommendation