The major advancements in Deep Learning in 2018

Blog by Javier Couto: https://lnkd.in/erT7Uq9

#deeplearning #machinelearning #transferlearning

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GAN — LSGAN (How to be a good helper?) – Jonathan Hui – Medium

#deeplearning #machinelearning #transferlearning

Link Review

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The Illustrated BERT, ELMo, and co. (How NLP Cracked Transfer Learning)

Blog by Jay Alammar: https://lnkd.in/ejqSjnZ

#NaturalLanguageProcessing #NLP #TransferLearning

If you like our channel, i invite you to share it with your friends

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#AI approach outperformed human experts (AGAIN) in identifying #cervical precancer!

A research team led by investigators from the National Institutes of Health and Global Good has developed a #deeplearning #algorithm that can analyze digital images of a woman's cervix and accurately identify precancerous changes that require medical attention. This artificial intelligence (AI) approach, called automated visual evaluation, has the potential to revolutionize cervical cancer screening, particularly in low-resource settings.

To create the algorithm, the research team used more than 60,000 cervical images from an NCI archive of photos collected during a cervical cancer screening study that was carried out in Costa Rica in the 1990s.

Overall, the algorithm performed better than all standard screening tests at predicting all cases diagnosed during the Costa Rica study. Automated visual evaluation identified precancer with greater accuracy (AUC=0.91) than a human expert review (AUC=0.69) or conventional cytology (AUC=0.71).

Paper here: https://lnkd.in/dxETi8K
#algorithms #prediction #cancer #machinelearning #cnn #transferlearning

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Google Doubles Down On Spammers With #TensorFlow. #BigData #Analytics #MachineLearning #DataScience #AI #NLProc #IoT #IIoT #PyTorch #Python #RStats #Java #JavaScript #ReactJS #GoLang #CloudComputing #Serverless #DataScientist #Linux #TransferLearning

🌎 http://bit.ly/2U4ZSAf

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PhD thesis Neural Transfer Learning for Natural Language Processing is now online. It includes a general review of #transferlearning in #NLP as well as new material that I hope will be useful to some. http://ruder.io/thesis/

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Transfer Learning is a boon to #DeepLearning when you don't have much data of your own.

This allows you to succeed with trained datasets that have worked hard on solving similar problems in #computer #vision or #nlp

Higher start, higher slope and higher asymptote are key ways to know that your model will be performing better.

#performance #machinelearning #transferlearning #model

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Using Transfer Learning for NLP with Small Data

#TransferLearning #NLP


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Transfer-Learning: Classification of 4 different types of Arctic Dog using Fast.AI library

#machinelearning #DeepLearning #TransferLearning

🌎 Transfer-Learning

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The State of Transfer Learning in NLP

http://ruder.io/state-of-transfer-learning-in-nlp/

#TransferLearning #NaturalLanguageProcessing
#NLP

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