Transfer Learning


Focuses on storing knowledge gained while solving one problem and applying it to a different but related problem.

Overview

A Comprehensive Hands-on Guide to Transfer Learning
Deep Learning on Steroids with the Power of Knowledge Transfer!
transfer-learning deep-learning tutorial article
The State of Transfer Learning in NLP
This post expands on the NAACL 2019 tutorial on Transfer Learning in NLP. It highlights key insights and takeaways and provides updates based on recent ...
transfer-learning natural-language-processing pretraining tutorial
Practical Tips and Tricks for Successful Transfer Learning
Training models to learn knowledge and skills from other related tasks that will transfer and boost performance on tasks of interest.
transfer-learning pretraining natural-language-processing tutorial

Tutorials

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
An Introduction to Transfer Learning and HuggingFace
In this talk I'll start by introducing the recent breakthroughs in NLP that resulted from the combination of Transfer Learning schemes and Transformer ...
transfer-learning transformers huggingface video
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
PyPika - Python Query Builder
A python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects the resulting query.
sql pypika library code
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