A Discussion about how today’s best thinkers apply key principles to make decisions and how education and gamification create a bond between the creator and the user.
https://youtu.be/t7LGHfDIT44
https://youtu.be/t7LGHfDIT44
YouTube
Udacity Thought Leader Series: Bing Gordon, KPCB's CPO on the Future of Education & Human Potential
Join Bing Gordon, Chief Product Officer at KPCB, and Sebastian Thrun, Executive Chairman at Udacity, as they sit down together to discuss how today’s best th...
Forwarded from Tensorflow(@CVision) (Alireza Akhavan)
Language, trees, and geometry in neural networks
A visualization technique to understand BERT.
https://twitter.com/burkov/status/1139391818443808769
#bert #NLP
A visualization technique to understand BERT.
https://twitter.com/burkov/status/1139391818443808769
#bert #NLP
Twitter
Andriy Burkov
A visualization technique to understand BERT. https://t.co/kP5QPBcdlG
An Introduction to Evolution Strategies:
https://openaccess.leidenuniv.nl/bitstream/handle/1887/12981/01.pdf?sequence=6
https://openaccess.leidenuniv.nl/bitstream/handle/1887/12981/01.pdf?sequence=6
A brief overview of Learning to Learn related algorithms:
https://bair.berkeley.edu/blog/2017/07/18/learning-to-learn/
https://bair.berkeley.edu/blog/2017/07/18/learning-to-learn/
The Berkeley Artificial Intelligence Research Blog
Learning to Learn
The BAIR Blog
This is curated collection of free places where you can learn about deep-learning. If you've always wanted to learn about deep-learning but don't know where to start, you might have stumbled upon the right place!
https://mithi.github.io/deep-blueberry/ch0-introduction.html
https://mithi.github.io/deep-blueberry/ch0-introduction.html
Deep Learning for Sentiment Analysis: A Survey
https://arxiv.org/ftp/arxiv/papers/1801/1801.07883.pdf
Sentiment Analysis Benchmark Datasets & State of the art papers:
https://github.com/sebastianruder/NLP-progress/blob/master/english/sentiment_analysis.md
https://arxiv.org/ftp/arxiv/papers/1801/1801.07883.pdf
Sentiment Analysis Benchmark Datasets & State of the art papers:
https://github.com/sebastianruder/NLP-progress/blob/master/english/sentiment_analysis.md
GitHub
NLP-progress/sentiment_analysis.md at master · sebastianruder/NLP-progress
Repository to track the progress in Natural Language Processing (NLP), including the datasets and the current state-of-the-art for the most common NLP tasks. - NLP-progress/sentiment_analysis.md at...
Forwarded from The Devs
Forwarded from School of AI
zisserman-self-supervised.pdf
9.1 MB
A tutorial on Self-supervised Learning by Andrew Zisserman from Google Deep Mind.
Talks in ICML2019:
https://www.facebook.com/icml.imls/videos/2030095370631729/
Talks in ICML2019:
https://www.facebook.com/icml.imls/videos/2030095370631729/
An overview of old and new nlp pretrained models use-cases (Excluding XLNet):
https://www.youtube.com/watch?v=0EtD5ybnh_s
#NLP
https://www.youtube.com/watch?v=0EtD5ybnh_s
#NLP
YouTube
Language Learning with BERT - TensorFlow and Deep Learning Singapore
Speaker: Martin Andrews
Event Page: https://www.meetup.com/TensorFlow-and-Deep-Learning-Singapore/events/256431012/
Produced by Engineers.SG
Help us caption & translate this video!
https://amara.org/v/mToR/
Event Page: https://www.meetup.com/TensorFlow-and-Deep-Learning-Singapore/events/256431012/
Produced by Engineers.SG
Help us caption & translate this video!
https://amara.org/v/mToR/
Empirically, XLNet outperforms BERT on 20 tasks, often by a large margin, and achieves state-of-the-art results on 18 tasks including question answering, natural language inference, sentiment analysis, and document ranking.
https://arxiv.org/abs/1906.08237#
#NLP
https://arxiv.org/abs/1906.08237#
#NLP
arXiv.org
XLNet: Generalized Autoregressive Pretraining for Language Understanding
With the capability of modeling bidirectional contexts, denoising autoencoding based pretraining like BERT achieves better performance than pretraining approaches based on autoregressive language...
A great introduction to Multivariate Gaussian Distributations:
https://www.youtube.com/watch?v=eho8xH3E6mE
#statistics
https://www.youtube.com/watch?v=eho8xH3E6mE
#statistics
YouTube
Multivariate Gaussian distributions
Properties of the multivariate Gaussian probability distribution
A great introduction to Multivariate Gaussian Distributations:
https://www.youtube.com/watch?v=JNlEIEwe-Cg
#statistics
https://www.youtube.com/watch?v=JNlEIEwe-Cg
#statistics
YouTube
Gaussian Mixture Models - The Math of Intelligence (Week 7)
We're going to predict customer churn using a clustering technique called the Gaussian Mixture Model! This is a probability distribution that consists of multiple Gaussian distributions, very cool. I also have something important but unrelated to say in the…
Forwarded from Machine learning books and papers (Ramin Mousa)
Adapters: A Compact and Extensible Transfer Learning Method for NLP
____
@Machine_learn
___
https://medium.com/dair-ai/adapters-a-compact-and-extensible-transfer-learning-method-for-nlp-6d18c2399f62
____
@Machine_learn
___
https://medium.com/dair-ai/adapters-a-compact-and-extensible-transfer-learning-method-for-nlp-6d18c2399f62
Medium
Adapters: A Compact and Extensible Transfer Learning Method for NLP
Adapters obtain comparable results to BERT on several NLP tasks while achieving parameter efficiency.
Forwarded from School of AI
Neural Code Search: ML-based code search using natural language queries:
https://ai.facebook.com/blog/neural-code-search-ml-based-code-search-using-natural-language-queries/
https://ai.facebook.com/blog/neural-code-search-ml-based-code-search-using-natural-language-queries/
Facebook
Neural Code Search: ML-based code search using natural language queries
We’ve developed an internal tool that applies natural language processing and information retrieval techniques directly to source code text, in order to produce an machine learning-based code search system.
A great tutorial which shows you how you can implement algorithms above, in Python:
https://github.com/MorvanZhou/Evolutionary-Algorithm
https://github.com/MorvanZhou/Evolutionary-Algorithm