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Achievements

Achievement: StarstruckAchievement: Pull SharkAchievement: Arctic Code Vault Contributor

Achievements

Achievement: StarstruckAchievement: Pull SharkAchievement: Arctic Code Vault Contributor

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jwf40/README.md

CV at a glance

  • Final year PhD candidate at Univ. of Cambridge focusing on Machine Unlearning.
  • Ex-Machine Learning Research Intern @ Samsung Electronics in the Personalized ML Team, working on Few-Shot Learning with Diffusion Models
  • Ex-Enrichment Student @ The Alan Turing Institute

Full CV: Linkedin LinkedIn

Recent Publications (non-exhaustive)

Title Authorship Venue
Fast Machine Unlearning Without Retraining Through Selective Synaptic Dampening First AAAI 2024
An Information Theoretic Approach to Machine Unlearning First Preprint
Towards Robust Continual Learning with Bayesian Adaptive Moment Regularization First Preprint
Aiding food security and sustainability efforts through graph neural network-based consumer food ingredient detection and substitution First Scientific Reports
Identifying contributors to manufacturing outcomes in a multi-echelon setting: a decentralised uncertainty quantification approach Second ECML PKDD 2023 Workshop
Parameter-Tuning-Free Data Entry Error Unlearning with Adaptive Selective Synaptic Dampening Second Preprint

Full Google Scholar publication list: Google Scholar

Our entry in ICRA 2023 robot kitchen competition

Pinned Loading

  1. if-loops/selective-synaptic-dampening if-loops/selective-synaptic-dampening Public

    [AAAI, ICLR TP] Fast Machine Unlearning Without Retraining Through Selective Synaptic Dampening

    Python 46 9

  2. Information-Theoretic-Unlearning Information-Theoretic-Unlearning Public

    Code for the paper 'An Information Theoretic Approach to Machine Unlearning'

    Jupyter Notebook 21

  3. Improving-Covid-19-Prediction-Through-Variational-Bayes-For-Learned-Class-Weighting Improving-Covid-19-Prediction-Through-Variational-Bayes-For-Learned-Class-Weighting Public

    Diagnosing Covid-19 from Chest X-ray and CT images. Classification is conducted using a ResNet50, and class imbalance is addressed through upsampling and loss function-weighting through VAE-predict…

    Python 1 2

  4. lifelong-learning-for-soil-moisture-control lifelong-learning-for-soil-moisture-control Public

    A project on using EWC + LSTM machine learning, 3D-printing and IOT to optimise soil moisture control and improve crop yield

    Jupyter Notebook 1