by Dr. Owns | Feb 13, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support
As data continues to grow in importance and become more complex, the need for skilled data engineers has never been greater. But what is data engineering, and why is it so important? In this blog post, we will discuss the essential components of a functioning data...
by Dr. Owns | Feb 13, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support
In this fifth part of my series, I will outline the steps for creating a Docker container for training your image classification model, evaluating performance, and preparing for deployment. AI/ML engineers would prefer to focus on model training and data engineering,...
by Dr. Owns | Feb 13, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support
In this third part of my series, I will explore the evaluation process which is a critical piece that will lead to a cleaner data set and elevate your model performance. We will see the difference between evaluation of a trained model (one not yet in production), and...
by Dr. Owns | Feb 13, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support
It is said that in order for a machine learning model to be successful, you need to have good data. While this is true (and pretty much obvious), it is extremely difficult to define, build, and sustain good data. Let me share with you the unique processes that I have...
by Dr. Owns | Feb 13, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support
In this latest part of my series, I will share what I have learned on selecting a model for Image Classification and how to fine tune that model. I will also show how you can leverage the model to accelerate your labelling process, and finally how to justify your...
