Paris Machine Learning Study Group in English Meetup : Few Shot Learning – Have we reached peak big data ?

    Paris Machine Learning Study Group in English Meetup : Few Shot Learning – Have we reached peak big data
    Actu IA
    Paris Machine Learning Study Group in English Meetup : Few Shot Learning – Have we reached peak big data ?
    Paris Machine Learning Study Group in English Meetup : Few Shot Learning – Have we reached peak big data ?
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    Date / Heure
    Date(s) - 14/06/2019
    12h30 - 14h30

    Emplacement
    Algolia 55 Rue d'Amsterdam · Paris

    Catégories


    Zero, one or few shot learning is the new thing. The marriage between ML and big data is considering a divorce. Have we reached peak big data? We’ll discuss the ever growing list of domains where models use a few shots or less.

    We meet every Friday for a peer-to-peer discussion of a pre-selected machine learning research paper. The paper and discussion is in English. Tuesdays we meet to discuss applied topics.

    Following will be frequently updated.

    Discussion:

    1. Can AI approach human ability to generalize from few examples?

    2. Can AI models surpass human ability to learn from a few shot learning?

    3. How important will transfer learning become to few shot modeling?

    Papers:

    1. Few-Shot Adversarial Learning of Realistic Neural Talking Head Models: https://arxiv.org/abs/1905.08233

    2. Fun with Snapchat’s Gender Swapping Filter: https://blog.evjang.com/2019/05/fun-with-snapchats-gender-swapping.html

    3. NVIDIA AI Enables Low-Data Face Swap for Pets: https://medium.com/syncedreview/nvidia-ai-enables-low-data-face-swap-for-pets-56ba3be78ec0

    Videos:

    1. Few-Shot Adversarial Learning of Realistic Neural Talking Head Models: https://www.youtube.com/watch?v=p1b5aiTrGzY&feature=youtu.be

    https://www.meetup.com/fr-FR/Paris-Machine-Learning-Study-Group-in-English-Meetup/events/mmzcqqyzjbsb/