Data Science by ODS.ai 🦜

23 Nov 2017 12:00

An article about #BigBrother. How Facebook is able to track users interests based on 3 likes.

Enhancing Transparency and Control When Drawing Data-Driven Inferences About Individuals

http://online.liebertpub.com/doi/full/10.1089/big.2017.0074

Data Science by ODS.ai 🦜

16 Nov 2017 11:07

#CapsNet #architecture

Data Science by ODS.ai 🦜

14 Nov 2017 07:04

Imitation learning for structured prediction in natural language processing

https://sheffieldnlp.github.io/ImitationLearningTutorialEACL2017

#nlp #tutorial

Data Science by ODS.ai 🦜

12 Nov 2017 21:22

Release of a nice NLP-processing library.

https://www.techleer.com/articles/404-spacy-20-released-natural-language-processing-with-python/

#nlp #python

Data Science by ODS.ai 🦜

08 Nov 2017 14:17

Great example of feature visualisation

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

Data Science by ODS.ai 🦜

10 Oct 2017 14:23

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

Data Science by ODS.ai 🦜

03 Oct 2017 02:16

Another breakthrough with generative models.

BEGAN: Boundary Equilibrium Generative Adversarial Networks

https://arxiv.org/abs/1703.10717

#gan #cv

Data Science by ODS.ai 🦜

05 Sep 2017 10:11

Netflix shared its recommendation engine scheme:

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

#ml #rs #spark #hadoop

Data Science by ODS.ai 🦜

23 Aug 2017 14:21

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

Data Science by ODS.ai 🦜

20 Aug 2017 12:48

Beautiful thematic maps with ggplot2

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

#viz #ggplot #maps

Data Science by ODS.ai 🦜

19 Aug 2017 23:56

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

Data Science by ODS.ai 🦜

18 Aug 2017 12:37

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

Data Science by ODS.ai 🦜

17 Aug 2017 09:17

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

Data Science by ODS.ai 🦜

11 Aug 2017 02:28

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

Data Science by ODS.ai 🦜

09 Aug 2017 11:45

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

Data Science by ODS.ai 🦜

16 Nov 2017 11:08

And another posts on #CapsNet and how they work.

Capsule Networks Are Shaking up AI — Here’s How to Use Them: https://hackernoon.com/capsule-networks-are-shaking-up-ai-heres-how-to-use-them-c233a0971952

Understanding Hinton’s Capsule Networks. Part I: Intuition:
pechyonkin/understanding-hintons-capsule-networks-part-i-intuition-b4b559d1159b" rel="nofollow">https://medium.com/@pechyonkin/understanding-hintons-capsule-networks-part-i-intuition-b4b559d1159b

Understanding Hinton’s Capsule Networks. Part II: How Capsules Work:
pechyonkin/understanding-hintons-capsule-networks-part-ii-how-capsules-work-153b6ade9f66" rel="nofollow">https://medium.com/@pechyonkin/understanding-hintons-capsule-networks-part-ii-how-capsules-work-153b6ade9f66

Data Science by ODS.ai 🦜

16 Nov 2017 11:07

On 1st of November Geoff Hinton — one of the top NN researches has published two papers introducing new approach for #CV problems: Capsule Networks.

These architecture allows to recognize a face on the picture by detecting eyes, nose, mouth, regardless of the position / scaling / rotating the elements.

In other words, these approach allows neural network to be invariant to transformation of object.


First of papers: https://arxiv.org/abs/1710.09829
Second paper: https://openreview.net/forum?id=HJWLfGWRb&noteId=HJWLfGWRb

Article on Wired: https://www.wired.com/story/googles-ai-wizard-unveils-a-new-twist-on-neural-networks/

Explanation on hackernoon: https://hackernoon.com/what-is-a-capsnet-or-capsule-network-2bfbe48769cc

Another post with explanation: https://kndrck.co/posts/capsule_networks_explained/

Data Science by ODS.ai 🦜

13 Nov 2017 00:42

Google's open source candy for all ML community:

Source-to-Source Debuggable Derivatives


https://opensource.googleblog.com/2017/11/tangent-source-to-source-debuggable.html?m=1

#opensource #nn #python #google

Data Science by ODS.ai 🦜

11 Nov 2017 11:08

The State of Data Science & Machine Learning 2017 by Kaggle.

Very informative article about age, job titles, most popular languages and everything related to DS / ML.

Not to mention that source data is included.

https://www.kaggle.com/surveys/2017

#kaggle #statistics

Data Science by ODS.ai 🦜

30 Oct 2017 10:21

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

Data Science by ODS.ai 🦜

03 Oct 2017 02:16

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

Data Science by ODS.ai 🦜

21 Sep 2017 02:30

NLP for beginners

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

#tutorial #nlp

Data Science by ODS.ai 🦜

25 Aug 2017 17:33

Comparison of 13 classic ML algorithms on 165 datasets.

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

#meta #arxiv #ml

Data Science by ODS.ai 🦜

21 Aug 2017 17:02

Neural net for removing copyright marks.

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

#cv #dl #google

Data Science by ODS.ai 🦜

20 Aug 2017 11:38

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.

Data Science by ODS.ai 🦜

18 Aug 2017 21:26

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

Data Science by ODS.ai 🦜

17 Aug 2017 16:42

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

Data Science by ODS.ai 🦜

11 Aug 2017 02:37

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

#nlp #dl #where2start

Data Science by ODS.ai 🦜

09 Aug 2017 19:20

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

Data Science by ODS.ai 🦜

08 Aug 2017 13:59

Non-NLP application of Word2Vec

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

#nlp #w2v @word2vec