Data Science – Eric Frayer.com

I wanted to develop and host my own chatbot. Using Node.js for the server, a simple React app and OpenAI API’s.

I’ve setup a working chatbot here!

This is a basic chatbot but the functionality I’m interested in is in training a custom AI application to RAG (Retrieval Augmented Generation).

AI resources I’ve found as very helpful for understanding and developing AI applications:

Deep Dive into LLMs like ChatGPT – Andrej Karpathy https://www.youtube.com/watch?v=7xTGNNLPyMI&t=7381s
Vector search, RAG, and Azure AI search – Pamela Fox https://www.youtube.com/watch?v=vuOA13Y_Qzk
NotebookLM Will Change How You Learn – Here’s Why! – Tiago Forte https://www.youtube.com/watch?v=-Nl6hz2nYFA&t=300s

I’m posting more on AI to my Medium site.

Thanks for stopping by EricFrayer.com. Over the years, I’ve used wiki’s, blogs and other content sharing tools to post thoughts, tips and reference materials. Most of this was internal to the companies I’ve worked for. Either on “SharePoint Intranets” or “Confluence” pages or other web based knowledge management or content sharing sites.

At this point, it makes sense to post “samples of work” to build out my professional online resume. I’m using AWS and Azure to host this content. My interest is in finding insights and making data actionable. Not just buzzwords but actually demonstrating how all the pieces come together to give the end-user meaningful analytics.

I’ve been thinking about this for 10 plus years. Now it’s time to share!

Tag: Data Science

Think Data Analysis AI Chatbot

New format coming!