The emergence of an information bottleneck theory of deep learning

MSc thesis

• The viva was held on Thursday, 20 January 2022, from 3:30 pm UK time (12:30 in Brasilia), by videoconference.
• Dissertation - final version (43.0 MB)
• Slides (14.3MB)
• Committee:
  • John Shawe-Taylor (UCL)
  • Moacir Ponti (USP)
  • Thiago de Paulo Faleiros (suplente - UnB)

Presentation


Questions and answers session

Publications

• Data Augmented 3D Semantic Scene Completion With 2D Segmentation Priors
• Research Frontiers in Transfer Learning - a systematic and bibliometric review. arXiv:1912.08812
• Domain adaptation for holistic skin detection
• Skin lesion segmentation using U-Net and good training strategies

Tutorial (in Portuguese)