MLOps - Definitions, Tools and Challenges

“This paper is an overview of the Machine Learning Operations (MLOps) area. Our aim is to define the operation and the components of such systems by highlighting the current problems and trends. In this context we present the different tools and their usefulness in order to provide the corresponding guidelines. Moreover, the connection between MLOps and AutoML (Automated Machine Learning) is identified and how this combination could work is proposed.”

, , , ,

Last bit of ChatGPT fun for the evening. I asked it to write an argument for the government regulating artificial intelligence.

, , ,

I asked ChatGPT (a large transformer-based language model created by OpenAI) to write a python script that takes a file and splits it into train and test samples with a 80-20 ratio.

, , ,

By way of , I am a Director of Research working on online . I aim to protect people from fraud while establishing trust and safety for businesses.

My professional interests include , , , , , , and . My personal interests are numerous and include (esp. , , and ), (esp. , , ), and philosophies of life (esp. , , , ).

Hobby-wise, I am an and enthusiast. I also enjoy , , and the , generally.