Founded Karyon Bio to facilitate the development of novel non-invasive biomarkers for the early detection and prognosis of NAFLD/NASH (MASH) and liver disorders.Combined expertise in AI and bioinformatics/imaging to drive breakthroughs in liver disease diagnostics, offering new avenues for early intervention and personalized treatment strategies.

Extensive experience in developing and fine-tuning models for image recognition, video classification, segmentation, and Edge AI, including expertise in Vision Transformers for optimizing visual data processing in scientific applications.Proficient in designing, implementing, and fine-tuning LLMs such as ChatGPT, Mistral, and LLaMA, with a focus on optimizing these models for specific scientific applications, ensuring high accuracy and efficiency.Skilled in utilizing LLM frameworks like Langchain, model registries like Hugging Face, and vector databases such as FAISS to enhance the performance and applicability of LLMs in research and development contexts.Experienced in overseeing data preprocessing, ensuring high-quality input for LLMs, and applying optimization techniques like LoRA/QLoRA, supported by robust development skills in Python and PyTorch to streamline AI training pipelines.Pioneering the integration of AI and machine learning into healthcare solutions, focusing on improving patient outcomes through advanced diagnostic tools and remote monitoring systems.

Worked with various LLMs, ViTs and multimodal transformers. Experience in fine tuning vision transformers.

Built architectures for video processing and delivery including end to end workflows - Experienced with content ingestion, metadata management, content transcoding, packaging, DAI, end user distribution and analytics for LIVE, linear (satellite), recorded and VOD.Developed streaming solutions using current and upcoming streaming technologies such as HLS/DASH in-house and cloud. Used current industry standards and techniques to develop audio, video, caption and subtitle content. Created scripts for Proof of Concept workflows. Performed validation of new and existing transcoding profiles for deployment to production environment.Researched and recommended encoding tools for new video profiles and devices. Investigated new transcoding frameworks and technologies - per title encoding. Worked with scripting languages to configure, monitor and troubleshoot transcoding system resources. Documented new and existing transcoding infrastructure/workflow/profiles.

* Architected solution platform involving: Datawarehouse design - from platform selection to design Data visualization, mining and selection - utilizing web services, business logic APIs, java Analytics(predictive models) deployment (near real-time) utilizing web services

• Create innovative software products and solutions for clients• Sold and owned the delivery of pre-packaged data warehousing / business intelligence solution with web-based front end for Credit Unions in a turnkey project* Business Intelligence development experience