Israel Goytom

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Research

Open-source research code and academic work in ML, climate, vision, and humanitarian AI.

LSTM with Gumbel-distributed errors for extreme value forecasting (IWCI 2019). Paper
Neural networks for grey microscopy image colorization (CNN + NST-CNN).
Multi-frame super-resolution by recursive fusion (ESA Kelvin competition; collaboration with Element AI & MILA).

More publications and code: see Home → Publications

Projects

Engineering and product work at Chapa, Synheart, and earlier initiatives.

Ethiopia’s leading fintech. Payment processing, payouts, fraud detection, internal ledgers, merchant tooling—systems processing millions of transactions annually at national scale.
Lab-startup building Human State Interface (HSI): tools and infrastructure for human cognitive and physiological signals, edge/on-device computing, privacy-first and local-first systems.
Earlier projects
  • Airbel Bot: chatbot assistant for travel in Marseille (2019).
  • Cloth classification for smart cloth bin (UN-SDG, 2019).
  • Demeter: live food cam for nutrition facts (2018).
  • Intelligence device for 3D micro-structure detection and auto-focus from optical microscope (2017–2019).
  • Device for detecting similar proportions between micro-structures on PVC (2017).
  • Stock prediction with RNNs; self-driving car (supervised learning); SMU file-oriented anti-malware; AFTP.
Awards & Achievements
  • European Space Agency (ESA) PROBA-V Super Resolution, 2nd prize
  • Chinese University Hong Kong Ph.D. fellowship summer workshop
  • Chinese Government Full Scholarship
  • Zhejiang Province Full Scholarship
  • Top 5 student, Tsinghua international summer school (DCST 2019)
  • EPAM Hackathon 3rd prize (Demeter)
  • Outstanding student award, Tsinghua Deep Learning summer school
  • Provincial innovation of internet award, Gold 1st prize
  • Provincial physics innovation competition, 3rd prize
  • SRIP Student Research Funds; Xin Miao Student Research Fund; Ningbo City Scholarship
  • Outstanding undergraduate student; Certificate of Excellence; Certificate for Innovation
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