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2020 Machine Learning Roadmap
A beginner mind map (and presentation) connecting many of the most foundational concepts in machine learning.
machine-learning data-science introduction beginner
A Few Favorite Recipes in Computer Vision & Deep Learning
This blog post enlists a few of my favorite recipes in deep learning in the context of computer vision (as of August 2020).
self-supervised-learning simclr contrastive-learning representation-learning
Finding Similar Documents with Transformers
How transformers can help us distill text documents into points in N-dimensional vector spaces.
semantic-search document-similarity similarity-search transformers
Self-supervised representation learning on videos
Everything you need to know about video-based approaches on self-supervised learning
self-supervised-learning video article
Simple Transformers
Transformers for Classification, NER, QA, Language Modeling, Language Generation, T5, Multi-Modal, and Conversational AI.
transformers named-entity-recognition question-answering language-modeling
Deep Learning Techniques for NLP in Healthcare
A talk discussing the recent advancements of deep learning to facilitate the adaption of NLP in the healthcare domain.
health natural-language-processing deep-learning tutorial
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