Pranav Manjunath

About

Hi! I am currently pursing my PhD in Biomedical Engineering at Duke University. I hold a Masters in Interdisciplinary Data Science from Duke and Bachelors of Engineering in Computer Science and Engineering from PES Institute of Technology, Bangalore, India. I am passionate about transforming data into insights, provide innovative solutions to solve complex real-world problems, build productive collaborations and lead by example. I am extremely interested in working in the intersection of Healthcare and Machine Learning (HealthAI).
My research aims to help doctors by developing quick, accurate, and explainable AI systems that aid in diagnosing and triaging traumatic brain injury (TBI) patients. Along with building innovative machine learning architectures, we also aim to focus on the Human-AI Collaboration, specifically the Doctor-AI Collaboration. This involves working very closely with doctors to understand the design aspects and providing them with a useful system that integrates well with current hospital ecosystems. Our strong partnerships with top neurosurgeons and neuro-radiologists at Duke University help in making this project a reality.
We create AI architectures that focus on integrating different types of patient data, consisting of brain CT scans, radiology reports, and Electronic Health Records (EHR) to diagnose and triage patients effectively. Another significant by-product of our project is curating the world's largest Multi-label Head Trauma CT dataset with over 65,000 CT Scans, labelled with over 20 different types of brain injuries.
Keywords: Computer Vision, Deep Learning, Multi-Modal Analysis, Human-AI Interaction

Currently Working on?

  • PhD - Biomedical Engineering (Dr. Tim Dunn's Lab) - Duke University (Lab Website)
  • Research Work focuses on building AI Models to help improve Patient Care for Traumatic Brain Injury.
  • Health AI Researcher - Stroke Risk Predictive Modelling (+DS Program), Mentors: Prof. Michael Pencina and Prof. Ricardo Henao

Achievements

  • AWS Machine Learning Certified
  • Capstone Work (with MTV) won Silver Distinction at Anthem Awards 2023 under the category Awareness & Media (for profit). Award Link
  • Capstone Work (with MTV) featured on BusinessWire and USA Today
  • Best Paper Award at RISE Conference 2018
  • Published a book chapter in Algorithms for Intelligent Systems - Springer Publications
  • Presented at the ICCCMLA Conference 2019
  • Professional Indian Carnatic Classical Violinist
  • 1st Rank in the highest Indian Classical Music Exam - Vidwath
  • Co-founded the band Boston Brothers with over 400 concerts worldwide.
  • Performed extensively on National TV and featured on National Newspaper.

Portfolio

Here are the projects I've worked on involving skills such as Python, R (and RShiny), SQL, AWS, Docker Containers, Github (and Github Actions).

  • All
  • Natural Language Processing
  • Computer Vision
  • Reinforcement Learning
  • Time Series
  • Supervised Learning
  • AB Testing
  • App Development

Resume

Below is a summary of my resume. Please find the complete resume here: Resume Link

Education

PhD in Biomedical Engineering - Dr. Tim Dunn's Lab

2022 - Present

Duke University, Durham NC

Relevant Coursework: Modelling and Representation of Data (Statistics), Deep Learning Architecture, AB Testing and Causal Inference, Machine Learning, Natural Language Processing, Advanced Probability, Game Theory, Data Visualization, Data Ethics

Masters in Interdisciplinary Data Science

2020 - 2022

Duke University, Durham NC

GPA: 3.957

Relevant Coursework: Modelling and Representation of Data (Statistics), Deep Learning Architecture, AB Testing and Causal Inference, Machine Learning, Natural Language Processing, Advanced Probability, Game Theory, Data Visualization, Data Ethics

Bachelor of Engineering - Computer Science & Engg

2016 - 2020

PES Institute of Technology, Bangalore - India

First Class with Distinction

Relevant Coursework: Machine Learning, Big Data, Artificial Intelligence, Soft and Evolutionary Computing, Data Mining, Design and Analysis of Algorithms, Python Programming

Capstone Project

Data Science Researcher

2021 - Present

MTV - Viacom CBS

Historically, younger voters have the lowest voter turnout. The largest concentration of young adults / voters are located in colleges across the country. We are looking to understand the relationship between different types of colleges (by race, gender, income, etc) and their proximity to polling places.

Teaching Assistantship

Graduate TA

2020 - Present

Duke University, Durham NC

  • Python Winter Bootcamp & MIDS Bootcamp - Prof. Andrew Hilton and Prof. Genevieve Lipp
  • Cloud Computing - Prof. Noah Gift
  • Data Engineering on the Cloud - Prof. Noah Gift
  • Data Analytics and Application - Prof. Mattia Ciollaro (Fuqua School of Business)
  • Programming for Data Analysis - Prof. Brian Cozzi (Fuqua School of Business)

Professional Experience

Health AI Researcher - +DS Program

2021 - Present

Duke University, Durham NC

  • Working with Prof. Michael Pencina, Prof. Ricardo Henao and a team of Duke Researchers on a NIH grant project to build a Stroke Survival Predictive Model.
  • Implementing Survival Analysis Models, Machine and Deep Learning Algorithms, aiming to understand which model performs the best.
  • Member of the HealthAI Journal Club at Duke University

Co President - Duke Interdisciplinary Product Management Club

2021 - Present

Duke University, Durham NC

  • Co-founded a club at Duke University to join the intersection between Product Management and Data Science. Organize Technical Workshops, Seminars, Datathons, Producthons, Strategic Case Competitions

Data Science Intern

2021 - 2021

Advance Auto Parts HQ, Raleigh NC

  • Clustering and topic modelling customer product reviews into key themes utilizing NLP unsupervised algorithms. Used by business leaders to address customer pain points and trends
  • Feature engineered product, customer, location and vehicle data from various sources leveraging SQL and Python
  • Presented results and recommendations to stakeholders, company technical interest group and c-suite executive.

Project Manager - Data+ Summer Program

2021 - 2021

Duke University, Durham NC

  • Managed a team of Duke undergraduate students to develop machine learning features that can be used to identify unknown web attacks.
  • Outcome to be incorporated into Duke's IT security infrastructure to help protect the network.

Musical Journey

Pranav Violin


Born and brought up in Boston, USA, I started learning violin from Vid. Smt. Tara Anand at the young age of 8. In 2009, after relocating to Bangalore, I began learning from Vid. Smt. Lalgudi Rajalakshmi followed by Vid. Sri Yashasvi and currently under the tutelage of Legendary Padmasri A. Kanyakumari. Along with my brother Tejas Manjunath, known as Boston Brothers, have performed over 450 violin duet concerts extensively in India, USA, and Singapore, and had the honor to share the stage with our teacher Vid. A. Kanyakumari. We have won several accolades such as 1st place Violin Duet at Sangeeth Samraat (Chennai) reality show on Sankara TV, 1st prize Pratibhakankshi award, Nada Chintamani and many more. We had the honor to perform at the prestigious Rama Seva Mandali – Fort High School, Chennai December Music Season (Brahma Gana Sabha, Carnatica USA and Sri Parthasarathy Swami Sabha) Bangalore Ganesh Utsava, Alvas Nudisiri, Karavali Utsava, Puttaparthi- Prashanti Nilayam, Chowdiah Memorial Hall, Gayana Samaja, Shanmukhananda Hall- Bombay and many more. We have been featured in numerous national and regional newspapers such as The Hindu, The Indian Express, Deccan Herald, Prajavani, Vijaya Karnataka, Ee-Nadu, The Hans and television channels such as DD Chandana, Zee Kannada, and Colors Kannada. In 2018, I obtained First Rank in the highest proficiency Vidwath Music Examination conducted by the Karnataka State Music Board. Check out Facebook Page for more music content!

Contact

Location:

Duke University, Durham NC - 27705