LLM_Bootcamp_2023

Medical Large Language Models

I attended last week the Medical Large Language Models for Clinical Text Summarization, Information Extraction, and Question Answering from John Snow Labs. I’m sharing my notes here. LLMs LLMs and NLP in general are providing new tools to solve existing problems in healthcare. Here is a list of some new tools that are available today: Question Answering Text Summarization Text Generation Information extraction (e.g. from clinical notes) Relation extraction (e.g. symptoms related to a disease) Entity recognition (like ICD-10 code extraction) Chatbots Many open source LLMs available today have close performance to the best commercial state-of-the-art models, like GPT-4, GPT-3.5-turbo form OpenAI or Claude from Anthropic. The last tend to be general purpose, powerful, but extremely expensive to train. The open source models tend to lack performance in a broad sense but can be fine-tuned to specific tasks. This field is moving fast, which means that there is much potential for innovation, but it’s also a challenge to keep up with the state-of-the-art. ...

June 25, 2023
LLM_Bootcamp_2023

LLM Bootcamp 2023

I discovered the LLM Bootcamp 2023 on youtube. It’s a conference about MLOps that was recorded on April 2023 and it anserers many of my questions

June 25, 2023
NLP Summit Healthcare 2023

NLP Summit Healthcare 2023

This week I attended the NLP Summit Healthcare 2023, a free virtual event organized by the John Snow Labs. It was a great event with a lot of interesting talks. I’ll share some of my key takeaways. 1. Best practices when developing NLP models Presented in the opening keynote by Dr. David Gondek, Chief Data Scientist at John Snow Labs, he sumarized some best practices that i found interesting as I’m beginning my NLP journey: ...

April 7, 2023