Towards the Latent Transcriptome

1 code implementation • 8 Oct 2018 • Assya Trofimov, Francis Dutil, Claude Perreault, Sebastien Lemieux, Yoshua Bengio, Joseph Paul Cohen

In this work we propose a method to compute continuous embeddings for kmers from raw RNA-seq data, without the need for alignment to a reference genome.

Holographic Neural Architectures

no code implementations • 4 Jun 2018 • Tariq Daouda, Jeremie Zumer, Claude Perreault, Sébastien Lemieux

Representation learning is at the heart of what makes deep learning effective.

Denoising Representation Learning