https://www.wired.com/story/googles-new-algorithm-perfects-photos-before-you-even-take-them/

#cv #photoes

Non-NLP application of Word2Vec

https://medium.com/towards-data-science/a-non-nlp-application-of-word2vec-c637e35d3668

#nlp #w2v @word2vec

Research group at MIT discovered new way of tracking sleep phase. WiFi can interfere, but they used deep learning to clear the signal and to achieve 80% accuracy in sleep stage prediction, compapable with a lab equipment.


http://news.mit.edu/2017/new-ai-algorithm-monitors-sleep-radio-waves-0807

#timeseries #eeg #deep_learning #mit #sleep

Andrew Ng has announced new Deep Learning course on Coursera:

“deeplearning.ai: Announcing new Deep Learning courses on Coursera” https://medium.com/@andrewng/deeplearning-ai-announcing-new-deep-learning-courses-on-coursera-43af0a368116

#coursera #deep_learning earning #dl #andrewng

DeepMind is pushing the boundaries to build better game AI. Python bindings are available.

https://deepmind.com/blog/deepmind-and-blizzard-open-starcraft-ii-ai-research-environment/

#rl #deepmind #blizzard #python

Nice place to start with text mining with neural networks.
http://ruder.io/deep-learning-nlp-best-practices/

#nlp #dl #where2start

Google purchased scene segmentation technology.

https://techcrunch.com/2017/08/16/google-acquires-aimatter-maker-of-the-fabby-computer-vision-app/

#dl #segmentation #cv #google

Deep Bilateral Learning for Real-Time Image Enhancement

Video about image auto-enhancing with neural networks.

https://www.youtube.com/watch?v=GAe0qKKQY_I

#cv #dl #autoenhance #mit #youtube #video

STMVis - Visual Analysis for Recurrent Neural Networks

LSTMVis a visual analysis tool for recurrent neural networks with a focus on understanding these hidden state dynamics. The tool allows a user to select a hypothesis input range to focus on local state changes, to match these states changes to similar patterns in a large data set, and to align these results with structural annotations from their domain. We provide data for the tool to analyze specific hidden state properties on dataset containing nesting, phrase structure, and chord progressions, and demonstrate how the tool can be used to isolate patterns for further statistical analysis.

http://lstm.seas.harvard.edu/

#harvard #video #dl #rnn

Tutorial on Building a Facial Recognition Pipeline with Deep Learning in Tensorflow
https://hackernoon.com/building-a-facial-recognition-pipeline-with-deep-learning-in-tensorflow-66e7645015b8

#facerecognition #dl #tensorflow #cv #tutorial

Tutorial on how to launch Jupyter Notebook in Google GPU cloud.

https://hackernoon.com/launch-a-gpu-backed-google-compute-engine-instance-and-setup-tensorflow-keras-and-jupyter-902369ed5272

#tutorial #jupyter #google

2900 members, hoooray!

Thank you all for sharing posts, for suggesting content throught @opendatasciencebot. Hope that our channel is useful for you and your research / study / work.

Beautiful thematic maps with ggplot2

https://timogrossenbacher.ch/2016/12/beautiful-thematic-maps-with-ggplot2-only/

#viz #ggplot #maps

Neural net for removing copyright marks.

https://www.theverge.com/2017/8/18/16162108/google-research-algorithm-watermark-removal-photo-protection

#cv #dl #google

Architecture for real-time scene annotation (BlitzNet)


http://thoth.inrialpes.fr/research/blitznet/

ArxiV: https://arxiv.org/abs/1708.02813
GitHub: https://github.com/dvornikita/blitznet

#ICCV #github #dl #video

Comparison of 13 classic ML algorithms on 165 datasets.

https://arxiv.org/pdf/1708.05070.pdf

#meta #arxiv #ml

Netflix shared its recommendation engine scheme:

https://medium.com/netflix-techblog/distributed-time-travel-for-feature-generation-389cccdd3907

#ml #rs #spark #hadoop

NLP for beginners

http://blog.kaggle.com/2017/08/25/data-science-101-getting-started-in-nlp-tokenization-tutorial/

#tutorial #nlp

Another breakthrough with generative models.

BEGAN: Boundary Equilibrium Generative Adversarial Networks

https://arxiv.org/abs/1703.10717

#gan #cv