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Iris Histograms

Blog Post: Analyzing the Iris Dataset with Logistic Regression

Note: this blog post was generated almost entirely by AI ## Introduction The Iris dataset is one of the most popular datasets among data science enthusiasts and beginners…

Building an Image Classifier for Flower Recognition: A Journey with TensorFlow and Keras

Note: Most of this post was generated by AI! ## Introduction In the ever-evolving field of artificial intelligence, image classification has taken a pivotal role in making…

Auto Creating Knowledge Graphs from PDF files using LLMs

AI-agents
AI
analysis
FHIR
KnowledgeGraphs
LLMs
Using systems like RAG and Knowledge graphs to serve as a source of truth for LLMs is extremely powerful. However, the creation of knowledge graphs themselves remained a…
Apr 30, 2024
Aneesh Sathe

Creating a medical knowledge graph and exploring it with an LLM

AI-agents
AI
analysis
FHIR
KnowledgeGraphs
In this exploration I used the Precision Medicine Knowledge Graph (PrimeKG) as the source which can be easily explored with an LLM.
Apr 30, 2024
Aneesh Sathe

Task Decomposition with Two Agents

AI-agents
AI
analysis
In this exploration we create an Assistant agent with the ability to use a third agent to help with decomposing (breaking up) a task into individual steps and then executing…
Apr 30, 2024
Aneesh Sathe

Task execution by a committee of AI agents

AI-agents
AI
analysis
In the last example we used two agents to simplify and execute a well known ML example. In this task we undertake a slightly more challenging task of creating and training a…
Apr 30, 2024
Aneesh Sathe

RAG with FHIR

AI-agents
AI
analysis
FHIR
KnowledgeGraphs
While finetuning and RAG are powerful methods to adapt pre-trained AI models like llama3, they don’t take advantage of the underlying connectedness of the data. In…
Apr 30, 2024
Aneesh Sathe

Agentic Regression

AI-agents
AI
analysis
The point of this exercise was to see if agents can generate and run machine learning code based on a simple setup prompt and input task.
Apr 30, 2024
Aneesh Sathe

Agentic RAG

AI-agents
AI
analysis
Table of Contents 1. Setup: Import Libraries and API endpoint 2. Load path to documents 3. Create agents 4. Ask AI question based on updated info 5. AI Output to question…
Apr 30, 2024
Aneesh Sathe
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