Now showing items 7-9 of 10

    • Representations That Learn vs. Learning Representations 

      Liao, Qianli; Poggio, Tomaso (2018-12-31)
      During the last decade, we have witnessed tremendous progress in Machine Learning and especially the area of Deep Learning, a.k.a. “Learning Representations” (LearnRep for short). There is even an International Conference ...
    • When Is Handcrafting Not a Curse? 

      Liao, Qianli; Poggio, Tomaso (2018-12-31)
      Recently, with the proliferation of deep learning, there is a strong trend of abandoning handcrafted sys- tems/features in machine learning and AI by replacing them with “end-to-end” systems “learned from scratch”. These ...
    • Spatial IQ Test for AI 

      Hilton, Erwin; Liao, Qianli; Poggio, Tomaso (2017-12-31)
      We introduce SITD (Spatial IQ Test Dataset), a dataset used to evaluate the capabilities of computational models for pattern recognition and visual reasoning. SITD is a generator of images in the style of the Raven Progressive ...