Perspective-aware Summarization for Healthcare QA
Built an NLP system to generate perspective-specific summaries from healthcare question-answer data using transformer architectures. Evaluated performance with ROUGE, METEOR, and BLEU.
Intelligent Learning Navigator for GATE Aspirants (ILNGA)
Developed a production-ready GenAI platform for conversational document retrieval and intelligent navigation. Implemented ML pipelines, REST APIs, authentication, and CI/CD workflows in a multi-member team.
Large Deep Learning Systems (LDLS)
Benchmarked Phi-2 on HumanEval before and after continued pretraining on CodeParrot. Conducted multi-node, multi-GPU experiments on high-performance clusters and analyzed inference scalability.
Speaker Source Separation
Implemented deep learning models for speech separation using Conv-TasNet and spectrogram-based analysis, with applications in speech enhancement and ASR pipelines.