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Telegram-канал opendatascience - Data Science by ODS.ai 🦜

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First Telegram Data Science channel. Covering all technical and popular staff about anything related to Data Science: AI, Big Data, Machine Learning, Statistics, general Math and the applications of former. To reach editors contact: @haarrp

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Data Science by ODS.ai 🦜

Great example of feature visualisation

https://distill.pub/2017/feature-visualization/

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Data Science by ODS.ai 🦜

ARkit Sudoku solver built with CoreML

https://blog.prototypr.io/behind-the-magic-how-we-built-the-arkit-sudoku-solver-e586e5b685b0

#ar #cv #keras #coreml

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Data Science by ODS.ai 🦜

Another breakthrough with generative models.

BEGAN: Boundary Equilibrium Generative Adversarial Networks

https://arxiv.org/abs/1703.10717

#gan #cv

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Data Science by ODS.ai 🦜

Netflix shared its recommendation engine scheme:

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

#ml #rs #spark #hadoop

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Data Science by ODS.ai 🦜

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

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Data Science by ODS.ai 🦜

Beautiful thematic maps with ggplot2

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

#viz #ggplot #maps

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Data Science by ODS.ai 🦜

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

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Data Science by ODS.ai 🦜

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

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Data Science by ODS.ai 🦜

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

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Data Science by ODS.ai 🦜

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

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Data Science by ODS.ai 🦜

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

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Data Science by ODS.ai 🦜

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

#cv #photoes

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Data Science by ODS.ai 🦜

https://twitter.com/odsai_en/status/888741521893335040

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Data Science by ODS.ai 🦜

Russian Search Engine has opened sources of the CatBoost — library which claims to be replacement of Yandex’s famous MatrixNet. Researches claim that CatBoost results are comparable with XGboost.

https://techcrunch.com/2017/07/18/yandex-open-sources-catboost-a-gradient-boosting-machine-learning-librar/

#opensource #yandex #xgboost #catboost

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Data Science by ODS.ai 🦜

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Thank you for reading it, and our editors team hopes that you really benefited from links and ideas we shared with you.

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Data Science by ODS.ai 🦜

Winning approaches for solving Advanced Driver Assistance System challenge on Kaggle:

https://blog.getnexar.com/how-a-22-year-old-from-shanghai-won-a-global-deep-learning-challenge-76f2299446a1

#deeplearning #kaggle #cv

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Data Science by ODS.ai 🦜

https://twitter.com/pleonard/status/914671877146206208

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Data Science by ODS.ai 🦜

NLP for beginners

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

#tutorial #nlp

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Data Science by ODS.ai 🦜

Comparison of 13 classic ML algorithms on 165 datasets.

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

#meta #arxiv #ml

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Data Science by ODS.ai 🦜

Neural net for removing copyright marks.

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

#cv #dl #google

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Data Science by ODS.ai 🦜

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.

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Data Science by ODS.ai 🦜

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

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Data Science by ODS.ai 🦜

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

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Data Science by ODS.ai 🦜

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

#nlp #dl #where2start

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Data Science by ODS.ai 🦜

Andrew Ng has announced new Deep Learning course on Coursera:

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

#coursera #deep_learning earning #dl #andrewng

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Data Science by ODS.ai 🦜

Non-NLP application of Word2Vec

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

#nlp #w2v @word2vec

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Data Science by ODS.ai 🦜

https://www.technologyreview.com/s/603007/robot-cars-can-learn-to-drive-without-leaving-the-garage/

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Data Science by ODS.ai 🦜

How semantic changes over time

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Data Science by ODS.ai 🦜

https://affinelayer.com/pixsrv/ stunning demo for turning your hand drawing pictures into actual photoes.

#CV #pix2pix #tensorflow

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Data Science by ODS.ai 🦜

Microsoft released new version of High-Performance, Open-Source, Deep Learning Toolkit

https://news.developer.nvidia.com/microsoft-releases-new-version-of-high-performance-open-source-deep-learning-toolkit/

#microsoft #nvidia #news

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