Our world is changing and skilled workers are being replaced by intelligent systems. Where do the strengths of humans lie? Working in ML and taking the stage, whenever anyone lets me, I am no stranger to the question: What is AI good at? What are humans good at? So I was invited to give a […]
Kaggle Days Two – Googling in San Francisco
Have you met our Lord and Saviour AutoML? Day two of the Kaggle Days was, what it had to be, a competition. Very interesting to be in a room with Grandmasters, Pros and then there’s me. But the real struggle was for everyone to compete with the AutoML solutions by Google and H2O.ai. One of […]
Meet me at the EAGE Annual 2019
It’s the time of the year. The large applied geoscientists conference is coming up, the EAGE Annual Meeting. This year the EAGE is coming to London. I’ll be there as well and I’ll have a couple of speaking engagements, I’d like to invite you along to. Hackathon and Sprint I love the newly created ritual […]
Kaggle Days One – Googling in San Francisco [2/3]
Does anyone else know that feeling? You listen to too many people doing awesome things, you eventually get a small existential crisis. Well. I do. In Day one we explored Google Next ’19 and my highlights. While Google Next was still on, I was up to other shenanigans. My real reason to come to San […]
A Week in Tech Heaven – Googling in San Francisco [1/3]
So am I understanding this correct: You are here for a $1600 conference. And it’s not for work. This is your free time? Yes. I recently travelled to San Francisco to attend the Google Next conference. Clearly neither a scientific conference nor related to geophysics. And also clearly, the immigration officer was not particularly on […]
Research Talk — Deep Learning for 4D Pressure Saturation Inversion [Youtube]
I presented in Amsterdam during the Practical Reservoir Monitoring Workshop in Amsterdam. This is the accompanying video. Abstract In this work, we present a deep neural network inversion on map-based 4D seismic data for pressure and saturation. We present a novel neural network architecture that trains on synthetic data and provides insights into observed field […]
Geysers in Slow Motion
Geysirs are a force of nature. Even as a kid I knew about Old Faithful and mind you it’s across the Atlantic for me. A natural system that produces a clock like massive effect just seems magical. Luckily, the YouTube channel “Slow Mo Guys” went to Iceland and filmed a Geysir. The name may give […]
Keynote Bonanza and No Coffee – The EAGE / PESGB ML Workshop
Last month EAGE and PESGB organized the first machine learning workshop in geoscience in Europe. Clearly, I had every intention of going. And obviously, I met many of my favourite co-conspirators there, when I did. The workshop was divided between a day of keynotes and a day of technical talks. The keynotes accompanied the PETEX […]
The Good, The Bad, The Weird – 2018 SEG Meeting
The SEG Annual Meeting 2018 in Anaheim, California has concluded. This was my first SEG and I can only compare it to the EAGE Exhibition and Conference I attended. There was light. There was shade. There were oddities. The Light Let’s talk about the light. You may have noticed that I am fully riding the […]
Cheaper Deep Learning by Transfer Learning Cats to Seismic [SEG Conference 2018]
This years SEG I got the opportunity to present some of my work on transfer learning. In automatic seismic interpretation, progress is preceived as incremental already, although the field has only been established fairly recently. It was shown with new deep neural networks, usually convolutional neural networks, that reproducing human seismic interpretation is possible. This […]