Experimental Epistemology 9. Understanding Machine One UM1 is a cloud based REST service that provides Natural Language Understanding (NLU) as a Service (UaaS). It can be viewed as providing a "large" language Model in the style of GPT/3 and Google BERT but it currently cannot generate any language; it is strictly an Understanding Machine. And
Organic Learning 8. Organic Learning An Evolution Based Alternative to Deep Learning for Natural Languages that can learn a useful amount of any language on the planet in five minutes on a laptop
Organic Learning B4. Corpus Congruence Understanding in brains and machines can be defined and measured as Corpus Congruence. Corpus Congruence as a metric spans up almost all of NLP.
Experimental Epistemology 6. Experimental Epistemology for AI We can now create computer based experimental implementations to Epistemology-level theories in order to test them and learn from the outcomes
Experimental Epistemology Featured 7. The Red Pill of Machine Learning Reductionism is the use of Models. Holism is the avoidance of Models. Models are scientific models, theories, hypotheses, formulas, equations, naïve models based on personal experiences, superstitions (!), and traditional computer programs