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Lkruitwagen/README.md

Hello!

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!

I'm currently working on...

โšก๐Ÿš€โšก something new. Stay tuned...

Past work includes...

๐Ÿ”ฎ TransitionZero's Future Energy Outlook. [repo]
oxeo Oxford Earth Observation: Measuring and predicting water stress risk at the asset level.
๐Ÿ’ง Wave2Web Hackathon: Predicting water availability for sixty-six reservoirs in India [Org][Dash][API][Paper]
๐ŸŒพ FDL Europe 2021: Self-supervised embeddings of timeseries Sentinel-2 imagery for agriculture applications.[Presentation]
๐ŸŽ† ML4CC: MLOps for climate change research, focussing on flood detection and projection
๐Ÿค– DeepSentinel: a general-purpose computer vision model for Sentinel-1 and -2 sensor fusion [Presentation][Paper][Repo]
โ˜๏ธ FDL Europe 2020 Clouds & Aerosols: Machine learning for causal discovery of cloud & aerosol interactions [Tech Memo]
๐ŸŒ A complex network arrangement of the global fossil fuel supply chain [Blog Post][Paper][Repo]
โ˜€๏ธ A global inventory of solar PV generating units [Presentation] [GRASFI 2019] [NeurIPS 2019 CCAI][Nature][The Economist]

I also teach...

๐Ÿ‘€ Computer Vision: Masters' level introduction to computer vision with convolutional neural networks, transfer learning, and TensorFlow.
๐Ÿ“ Spatial Data Analysis with Python: Postgraduate-level spatial data analysis and spatial statistics.

About me

๐Ÿ‡จ๐Ÿ‡ฆ in London ๐Ÿ‡ฌ๐Ÿ‡ง
๐Ÿš€ Sci-fi reader (Le Guin, Butler, Simmons)
โ›บ Happiest outdoors

Pinned Loading

  1. solar-pv-global-inventory solar-pv-global-inventory Public

    Repository for machine learning and remote sensing pipeline described in Kruitwagen, L., Story, K., Friedrich, J, et. al. (2019) , used to produce a global inventory of utility-scale solar photvoltโ€ฆ

    Jupyter Notebook 140 22

  2. global-fossil-fuel-supply-chain global-fossil-fuel-supply-chain Public

    The global fossil fuel supply chain, mapped at the asset-level.

    Jupyter Notebook 186 13

  3. deepsentinel deepsentinel Public

    DeepSentinel: a sentinel-1 and -2 self-supervised sensor fusion model for general purpose semantic embedding

    Python 43 12

  4. H2Oxford/h2ox-ai H2Oxford/h2ox-ai Public

    This repo is for training machine learning models for the wave2web hackathon

    Jupyter Notebook 4

  5. teaching_computer_vision teaching_computer_vision Public

    A repo for teaching material

    HTML

  6. teaching_spatial_methods teaching_spatial_methods Public

    A repo for materials relating to the teaching of spatial methods, MSc in SSEE 2021

    HTML 5