End-to-End Automation Cancer Registries. How to overcome Data Bottlenecks with AI Abstraction?

Описание: Healthcare data automation is here. This technical webinar reveals how AI agents can process complex cancer registries 60x faster than manual methods, cutting costs by 80% while solving the critical shortage of certified tumor registrars. Veysel Kocaman, CTO of John Snow Labs, breaks down the specific challenges of extracting structured data from unstructured medical records, why context length destroys LLM accuracy, and how fine-tuned small models outperform GPT-4 on specialized oncology tasks. You'll see the actual workflow that handles TNM staging, ICDO coding, and 400+ MCODE data elements across pathology reports, radiology scans, and clinical notes. Essential viewing for healthtech innovators, data scientists working in healthcare, and medical institutions exploring AI implementation.

Timestamps:
00:00 Introduction & Problem Statement
04:29 Understanding Cancer Registries
09:02 Current Challenges & Data Complexity
16:54 Guidelines, Standards & Multimodal Data
25:20 Why Traditional AI Solutions Fail
27:10 John Snow Labs Automation Solution
34:15 Demo & Technical Architecture
41:42 Model Performance & Results
45:12 Impact: 98% Time Reduction & Cost Savings

Veysel is the Chief Technology Officer at John Snow Labs, improving the Spark NLP for the Healthcare library and delivering hands-on projects in Healthcare and Life Science. Holding a PhD degree in ML, Dr. Kocaman has authored more than 25 papers in peer-reviewed journals and conferences in the last few years, focusing on solving real-world problems in healthcare with NLP.

He is a seasoned data scientist with a strong background in every aspect of data science, including machine learning, artificial intelligence, and big data with over ten years of experience. Veysel has broad consulting experience in Statistics, Data Science, Software Architecture, DevOps, Machine Learning, and AI for several start-ups, boot camps, and companies around the globe.

He also speaks at Data Science & AI events, conferences, and workshops, and has delivered more than a hundred talks at international as well as national conferences and meetups.

Connect with us:
Our website: https://www.johnsnowlabs.com/
LinkedIn:   / johnsnowlabs  
Facebook:   / johnsnowlabsinc  
X: https://x.com/JohnSnowLabs

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