Semantic Versioning for Artificial Intelligence (AI) 1.0.0

Artificial Intelligence (AI) becomes more and more part of some applications catering for the needs of many people. While AI is part of software products it has a very different velocity and less predictable needs for change. Especially if it addresses open-ended domains, such as natural language processing (NLP), where the content can change or… Semantic Versioning for Artificial Intelligence (AI) 1.0.0 weiterlesen

The Question of Maintenance of pre-trained Machine Learning Embeddings

I will address in this post the issue of maintenance of large pretrained embeddings within Artificial Intelligence (AI) services. While this issue has some links to ethical aspects (see for example the European Commission’s guidelines on trustworthy AI or here), the focus here is on maintainability of those embeddings as part of MLOps. Software Maintenance… The Question of Maintenance of pre-trained Machine Learning Embeddings weiterlesen

AI Applications and Systems for Deep Logic and Probabilistic Networks

This blog post describes the integration of deep learning, logic and probabilistic reasoning to enable advanced artificial intelligence tasks. The combination of completely different set of AI approaches will be one of the key advances to support AI driven business processes in the coming years. Furthermore, I describe challenges for operating such complex AI systems… AI Applications and Systems for Deep Logic and Probabilistic Networks weiterlesen