Essays about: "Heterogeneous transfer learning"

Found 2 essays containing the words Heterogeneous transfer learning.

1. 1. Machine Learning Modeling using Heterogeneous Transfer Learning in the Edge Cloud

   University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

   Author : Fernando Garcia Sanz; [2021]
   Keywords : Deep learning; Edge cloud; Heterogeneous transfer learning; Machine Learning; Service performance; ; Deep learning; Edge cloud; heterogen överföringsinlärning; maskininlärning; serviceprestanda; ;

   Abstract : The dynamic nature of the edge cloud and future network infrastructures is another challenge to be added when modeling end-to-end service performance using machine learning. That is, a model that has been trained for one specific environment may see reductions in prediction accuracy over time due to e.g., routing, migration, or scaling decisions. READ MORE

3. 2. Low Supervision, Low Corpus size, Low Similarity! Challenges in cross-lingual alignment of word embeddings : An exploration of the limitations of cross-lingual word embedding alignment in truly low resource scenarios

   University essay from Uppsala universitet/Institutionen för lingvistik och filologi

   Author : Andrew Dyer; [2019]
   Keywords : word embeddings; cross-lingual; multilingual; low-resource; corpus size; Vecmap; FastText; alignment; orthogonal; eigenvalues; Laplacian; isospectral; isomorphic; bilingual lexicon induction;

   Abstract : Cross-lingual word embeddings are an increasingly important reseource in cross-lingual methods for NLP, particularly for their role in transfer learning and unsupervised machine translation, purportedly opening up the opportunity for NLP applications for low-resource languages.  However, most research in this area implicitly expects the availablility of vast monolingual corpora for training embeddings, a scenario which is not realistic for many of the world's languages. READ MORE