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VirTex: Learning Visual Representations from Textual Annotations
We train CNN+Transformer from scratch from COCO, transfer the CNN to 6 downstream vision tasks, and exceed ImageNet features despite using 10x fewer ...
convolutional-neural-networks transformers coco visual-representations
The Future of (Transfer Learning in) Natural Language Processing
Transfer Learning in Natural Language Processing (NLP): Open questions, current trends, limits, and future directions.
natural-language-processing transfer-learning tutorial video
NLP Model Selection
NLP model selection guide to make it easier to select models. This is prescriptive in nature and has to be used with caution.
transfer-learning natural-language-processing neural-networks transformers
An Intuitive Guide to Deep Network Architectures
Intuition behind base network architectures like MobileNets, Inception, and ResNet.
object-detection image-classification transfer-learning computer-vision
Cross-lingual Transfer Learning - Sebastian Ruder
An overview of approaches that transfer knowledge across languages and enable us to scale NLP models to more of the world's 7,000 languages.
transfer-learning cross-lingual natural-language-processing tutorial
Transfer Learning - Machine Learning's Next Frontier
This post gives an overview of transfer learning, motivates why it warrants our application, and discusses practical applications and methods.
transfer-learning tutorial article
🦄 How to build a SOTA Conversational AI with Transfer Learning
Train a dialog agent leveraging transfer Learning from an OpenAI GPT and GPT-2 Transformer language model.
conversational-ai dialogue transfer-learning natural-language-processing
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