Some of the fossil shark teeth I found recently from the Peace River in Florida. Megalodon (large), Lemon Shark (top left), Sand Tiger Shark (bottom middle narrow), others include Tiger Shark, Snaggletooth Shark and Stingray. Miocene to Early Pliocene age (23-5 Million years ago) when most of Florida was submerged. You stand in the river... Continue Reading →
The write up from the expert centric digital technology seminar in January 2019 is now on the Finding Petroleum website Proceedings A good write-up of my presentation and feedback.
I conduct research on pattern recognition in geoscience unstructured text. But nothing can beat the real thing! A half broken Ichthyosaur Vertebra I found last month from the dark mudstones, clays & marls of the Liassic on the Dorset coast in England. Palaeontology is after all about pattern recognition. Looking for specific patterns (deductive) but... Continue Reading →
Part of Speech (POS) tagging is an important technique in Natural Language Processing (NLP). For example, differentiating between 'play' (grey) as a noun and 'play' (green) as a verb. Whilst most practitioners use this technique for rule-based NLP approaches, it also has its uses in unsupervised Machine Learning (ML). For example when using vectorspace/text embeddings... Continue Reading →
Semantics is about meaning. We often use different terms to describe the same thing. This might be because the words are very similar (synonyms) for example, or because we are choosing different levels of granularity when we describe (hypernyms). See Table 1 for a more complete list. Table 1 - Some different types of lexical... Continue Reading →
Driven by an information need to ‘show me something I don’t already know’, I conducted an exploratory study recently to investigate whether algorithms in general had the potential to suggest ‘surprising sentences’ from geoscience text. Ten geoscientists (consisting of 8 experienced exploration geoscientists and 2 support staff with geoscience backgrounds) each rated 100 test sentences... Continue Reading →
I I was interviewed by Dr Susan Nash this week, Director of Innovation and Emerging Science, at the American Association of Petroleum Geologists (AAPG). The topic was how I became involved in innovation - along with some of my recent work on the detection of 'surprise' and the 'potentially surprising' in geoscience texts.... Continue Reading →
I founded a new technology start-up recently focusing on developing Python code, lexicons and training sets to aid the extraction of knowledge from geoscience unstructured text. Target industries range from geological surveys, oil & gas exploration, economic mining through to geo-health and space exploration. The focus is development of Intellectual Property (IP) through Python... Continue Reading →