My name is Lucas, I use machine learning to build public information goods for sustainable finance. I'm the CTO of TransitionZero, an NGO accelerating the transition to a net-zero energy system. I was a postdoc with the University of Oxford School of Geography and the Environment Sustainable Finance Programme and Institute for New Economic Thinking. I was also the co-founder of Oxford Earth Observation, a environmental risk intelligence start-up. Please get in touch or see my bio page for more details!
🔮 TransitionZero's Future Energy Outlook. Stay tuned...
💧 Wave2Web Hackathon: Predicting water availability for sixty-six reservoirs in India [Org][Dash][API][Paper]
🌾 FDL Europe 2021: Self-supervised embeddings of timeseries Sentinel-2 imagery for agriculture applications.[Presentation]
🎆 ML4CC: MLOps for climate change research, focussing on flood detection and projection
🤖 DeepSentinel: a general-purpose computer vision model for Sentinel-1 and -2 sensor fusion [Presentation][Paper][Repo]
☁️ FDL Europe 2020 Clouds & Aerosols: Machine learning for causal discovery of cloud & aerosol interactions [Tech Memo]
🌐 A complex network arrangement of the global fossil fuel supply chain [Blog Post][Paper][Repo]
☀️ A global inventory of solar PV generating units [Presentation] [GRASFI 2019] [NeurIPS 2019 CCAI][Nature][The Economist]
👀 Computer Vision: Masters' level introduction to computer vision with convolutional neural networks, transfer learning, and TensorFlow.
📐 Spatial Data Analysis with Python: Postgraduate-level spatial data analysis and spatial statistics.
🇨🇦 in London 🇬🇧
🚀 Sci-fi reader (Le Guin, Butler, Simmons)
⛺ Happiest outdoors
React
Typescript
Django
Laravel
Facebook
Microsoft
Google
Alibaba
D3
Tencent