I am starting a project for a university that involves machine learning and cancer detection. Much of the project involves orchestration, but I wanted to get a refresher in this space. I did some of this kind of work last year, but I wanted to see what was new. Udemy course: https://www.udemy.com/course/mastering-deep-learning-for-cancer-detection My Notes: https://docs.google.com/document/d/1VUoRSLNDU4VHKog2bavXM-q3AqhtClbmoSuRliwLYuc/edit?usp=sharing...
The majority of my MLOps experience has been inside of Azure. More and more of my clients are coming to us looking for open-source or local solutions - it made sense to take a deeper dive into MLOps outside of Azure. Udemy course: https://udemy.com/course/sustainable-and-scalable-machine-learning-project-development/ My Notes: https://docs.google.com/document/d/1BJmdHvEG2vcnTBkdpRjFybIyXKr7Z6nCkzkSfoCeUJs/edit?usp=sharing UPDATE: I bailed on much of the second...
I started this course a while ago and got pulled away from it. I wanted to take it because there were a couple of use cases where I wanted to get experience. Also, I now have my new server set up with cuda support, so I am looking forward to creating some models with it....
I have done a little bit of everything that is being discussed in this course - local LLMs, RAG, Function calling, etc. I recently installed Ollama on my server and I have been creating local models. I wanted to bring it altogether. Udemy course: https://udemy.com/course/open-source-llms-uncensored-secure-ai-locally-with-rag/ My Notes: https://docs.google.com/document/d/1TUBsanbHoxOEvsDSJPCQzPTcvHVx3JfPDmbf2VOHVYk/edit?usp=sharing The course left me wanting, a bit. ...
After spending many moons inside of Copilot Studio, Fabric, and Azure OpenAI studio, I FINALLY get back to some machine learning. While messing around with hockey analytics the other day, I realized that I was not as strong as I wanted to be with the data. After all, that is what ML is about, right?...
I created a little presentation that discussed how Semantic Kernel can be used in Copilot / Teams / Generic apps. This presentation should NOT be considered as a "how-to" - I do reference the MS docs that can be used as a starting point for creating these apps. The demo that I created uses the...
I thought about making an instructional video on this, but then I thought better of it. I created this article for myself as a reference (sometimes I go months without making a video), but I hope that others find some value in it. If you've discovered this page, you are probably wandering around the internet...
It seems like OpenAI's Assistants API is the hot new thing, so I thought that I would make a presentation about it. The functions shown in the video are my own, but some of the other items are stock microsoft examples. Azure AI Assistants Tool. Don't let the name fool you - you can use...

