Episodes
Tuesday Sep 17, 2024
Ep.6 Human-computer interaction in healthcare
Tuesday Sep 17, 2024
Tuesday Sep 17, 2024
We’re back! This is the start of our regular discussions about healthcare AI topics and recent literature. On today’s episode - the 10 commandments of decision support, the checkered history of EMRs, clinicians as “moral crumple zone” for AI models and much more.
01:18 Technical update (Llama 3.1, Phi releases)
06:25 Main discussion
41:20 Article round-up
Episodes | Twitter | info@medicalattention.ai
Monday Jul 22, 2024
Ep.5: Pushed to the LLM-it
Monday Jul 22, 2024
Monday Jul 22, 2024
In this episode, we discuss more of the technical aspects of LLM implementation in healthcare, including the following topics:
Embeddings
Retrieval augmented generation (RAG)
Fine tuning
Low-Rank Adaptation (LoRA)
Small models
Quantisation
Encoder and decoder models
Multimodal transformers
Oh my!
Episodes | Twitter | info@medicalattention.ai
Monday Jul 22, 2024
Ep.4: LLM LLMitations
Monday Jul 22, 2024
Monday Jul 22, 2024
In this episode, we discuss some concerns about LLM implementation in the healthcare setting, including the following topics:
More detail about hallucinations, issues with accuracy
Difficulties of model evaluation
Concerns regarding bias and equity
Governance and monitoring of LLMs in a healthcare settings
Episodes | Twitter | info@medicalattention.ai
Monday Jul 22, 2024
Ep.3: Introduction to LLMs
Monday Jul 22, 2024
Monday Jul 22, 2024
Finally! We’re talking about large language models (LLMs) including ChatGPT. We discuss the following topics:
Brief explanation of transformer models and how they work including the attention mechanism and context window
Discuss a brief development of LLMs to this point
How LLMs are trained
Some limitations - privacy, accuracy, provenance
Episodes | Twitter | info@medicalattention.ai
Monday Jul 22, 2024
Ep.2: Neural networks in healthcare
Monday Jul 22, 2024
Monday Jul 22, 2024
In this episodes we give an overview of neural networks and how they’re used in healthcare. We'll be covering the following topics:
Definition of neural networks and a high level explanation of their structure
Overview of the development of neural networks and use in healthcare
How neural networks are currently used in medicine
Limitations and considerations for their use
Episodes | Twitter | info@medicalattention.ai
Sunday Jul 21, 2024
Ep.1: Introduction to AI in healthcare
Sunday Jul 21, 2024
Sunday Jul 21, 2024
Welcome to Medical Attention. This episode is an introduction to artificial intelligence and machine learning for people in healthcare with no technical background.
Episodes | Twitter | info@medicalattention.ai