Monitoring machine learning models is crucial for any business that has operating ML models in production. This can be even more important than some other software systems that DevOps teams are more used to monitoring for multiple reasons. Firstly, ML models may fail silently if not monitored, and thus errors can potentially go undetected for a long time. Additionally, ML … [Read more...] about Why Monitoring Machine Learning Models Matters
Taxonomy
Ontology: A Tree or a Forest What do You Need?
Last month having written about Taxonomies, I thought I would spend time understanding Ontologies as the word popped up a lot associated with Taxonomies. The challenge became how to explain the use of a word Ontology that is mostly used in academic and data scientist circles. Whereas the term Taxonomies is mostly used commercially in business. Recap Taxonomy the hierarchical … [Read more...] about Ontology: A Tree or a Forest What do You Need?
Why Taxonomies Are Required to Find Information You Need
Taxonomy & Taxonomies A disorganised system will be prone to stagnation, have limited user adoption and dissolve into chaos! Do you have a Taxonomy? If a taxonomy is formed at the outset of an information management project, a foundation can be defined that will enable the organisation to expand and evolve their system as demands change. Taxonomy the hierarchical … [Read more...] about Why Taxonomies Are Required to Find Information You Need
Where Is The Real Value in Big Data?
Taking a look at all the activity related to Big Data one should ask the question, how much of Big Data is actually useful. By applying just a little common sense we discover only a small amount. I have been working with data for over 40 years and if we go back to pre-internet days we experienced what we called data overload and we discovered then that data itself wasnt … [Read more...] about Where Is The Real Value in Big Data?
