Projects — Jaskaran Singh

Projects

Selected builds.

Research projects, production systems and the occasional hackathon artifact — most with code on GitHub.

fragivo ● LIVE

Fragivo — AI Fragrance Platform

LLM- and vision-powered fragrance discovery on AWS: OAuth, Google-Search-grounded analysis, prompt-engineered recommendations.

LLMsAWSRecSys

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LLMs for Medical Text Summarization

Fine-tuned and benchmarked GPT-3/4, T5, BART and Pegasus on medical summarization — ROUGE, BERTScore and inference cost head-to-head. Published as a preprint.

LLMsNLPBenchmarking

Preprint Code

MedGANs — Medical Image Enhancement

End-to-end GAN pipeline for medical image denoising and enhancement — published in IJESE (2025) with single-shot HDR and edge-enhancement post-processing.

GANsImagingPublished

Paper Code

Active learning research paper classification

Active Learning for Paper Classification

Supervised + active + semi-supervised learning to classify mixed labeled/unlabeled research papers with minimal annotation budget.

Active LearningNLP

Preprint Code

Cassava Leaf Disease Prediction

Deep-learning classifier identifying viral diseases from cassava leaf photos — computer vision for low-resource agriculture.

CVCNNs

Code

Disaster Response Pipeline

Production-grade ETL + ML pipeline classifying real disaster messages in real time, served behind an API.

NLPData Engineering

Code

Plagiarism Detection

Binary classifier scoring text similarity against source documents using containment and LCS features, deployed on SageMaker.

MLSageMaker

Code

Recommendation Engine

Rank-based, collaborative-filtering and SVD recommenders built on IBM Watson Studio interaction data.

RecSysSVD

Code

Hate Speech Detection

NLP classifier flagging racist and hateful tweets — text preprocessing, embeddings and supervised classification on real Twitter data.

NLPClassification

Code

58 more repositories on GitHub