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  • Rutgers University
  • United States

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manasamangipudi/README.md

πŸ‘‹ Hi, I'm Manasa Mangipudi

πŸŽ“ MS in Electrical & Computer Engineering @ Rutgers (Expected Dec 2025)
πŸ’» Researcher in Implicit Neural Representations (INRs) & Image Denoising
πŸ“Š Ex-Software Engineer @ Walmart Global Tech (NLP + ML Systems)


πŸ”¬ Research & Projects

  • Bagging-Based INRs for Image Denoising
    Explored bias-variance tradeoffs using SparseMLPs, Fourier mappings, and bagging. Benchmarked against BM3D, DIP, and diffusion models.

  • Multimodal Disease Detection
    Combined Vision Transformer (ViT) + BERT for disease detection from chest X-rays + radiology reports.

  • Brain MRI Anomaly Detection
    Built tumor detection pipeline with Diffusion Models + VAEs, custom preprocessing for anomaly localization.

  • Resume Improvement System
    Fine-tuned Flan-T5 with LoRA + Sentence-BERT + FAISS. Deployed with FastAPI + AWS Lambda.


πŸ’Ό Industry Experience

  • Walmart Global Tech – Software Engineer 3

    • Reduced NLP pipeline latency by 40% (BERT β†’ ALBERT optimization).
    • Built dashboards with SQL + Airflow + Looker for real-time monitoring.
    • Designed scalable ML microservices.
  • Rutgers & Columbia – Graduate Research Assistant

    • Multi-GPU training for large-scale INR denoising.
    • Analyzed PPG data + NLP pipelines for dementia datasets.

πŸ›  Skills

Languages: Python, C++, C, Java, SQL, MATLAB
Libraries/Frameworks: PyTorch, TensorFlow, Keras, SpaCy, FAISS, CUDA, Ray
Tools: Docker, Kubernetes, Airflow, Git, AWS


πŸ“« Connect with Me


⭐️ Check out my pinned projects below!

Pinned Loading

  1. CLIP-ChestXRay CLIP-ChestXRay Public

    Jupyter Notebook

  2. MRIAnomalyDetection MRIAnomalyDetection Public

    Jupyter Notebook