Recent Work

Projects

ZenAI welcome screen artwork
2023 Research prototype

ZenAI

AI mental health counselor prototype

A conversational support prototype that combines fine-tuned LLM behavior, intent detection, model evaluation, and a Streamlit user experience for mental-health-adjacent conversations.

  • Python
  • Vicuna-13B
  • Llama 2
  • PaLM/Bison
DocScribe system architecture
2023 Open source prototype

DocScribe

Medical QA assistant for reports and patient history

A medical question-answering assistant that makes clinical reports easier to search, summarize, and understand using embeddings, LangChain/Hugging Face tooling, and a fine-tuned Vicuna model.

  • Python
  • LangChain
  • Hugging Face
  • Vicuna-13B
COVID-19 literature analysis methodology
2022 Open source analysis

COVID-19 Literature Analysis

ML and graph workflows for navigating CORD-19 research

A machine-learning pipeline for clustering and exploring COVID-19 research papers using CORD-19, PySpark, Hadoop, topic modeling, and graph database experiments.

  • Python
  • PySpark
  • Hadoop
  • Neo4j
Pix2Pix comic face generation results
2023 Demo prototype

comicface.ai

Photo-to-comic generation with CVAE and Pix2Pix

A generative vision project that turns portraits into comic-style images using paired face/comic data, a convolutional VAE, and a Pix2Pix GAN.

  • Python
  • Pix2Pix
  • GANs
  • Convolutional VAE
Automatic essay evaluation result screen
2023 Open source prototype

Automatic Essay Grading

NLP support for evaluating English learner essays

An NLP and machine-learning project for scoring English Language Learner essays across cohesion, syntax, vocabulary, phraseology, grammar, and conventions.

  • Python
  • NLP
  • Machine learning
  • BERTopic
Sample content image for neural style transfer
2023 Open source implementation

Neural Style Transfer

Real-time style transfer with AdaIN

An Adaptive Instance Normalization style-transfer implementation with TensorFlow and PyTorch, VGG perceptual losses, encoder-decoder networks, and training visualizations.

  • Python
  • TensorFlow
  • PyTorch
  • AdaIN
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