Slides from 'Stay Calm & Keep Current' - How to filter machine learning related academic papers - introduction of our open source project for this purpose.

1. Stay
Calm
Keep
Current
&

2. Poll #1 How experienced are you
with Machine Learning?

3. Liad Magen
Tech & AI Lead
Software Developer
Computer Science
Biomedical Engineering

5. Blogs & Sites
● reddit.com/r/MachineLearning
● Distill.pub
● TowardsDataScience.com
● OpenDataScience.com
● DAIR: medium.com/dair-ai
● MIT - TechnologyReview.com
● Johns Hopkins Data Science Lab - jhudatascience.org
● ShortScience.org - Paper summary
● Sci-hub

6. Newsletters
● Data Machina - @ds_ldn
www.getrevue.co/profile/datamachina
● The Wild Week in AI - @dennybritz
www.getrevue.co/profile/wildml
● Import AI - @jackclarksf
jack-clark.net
● Data Science:
○ DataElixir.com - @lonriesberg
○ Johns Hopkins Data Science Lab

7. Community
● Twitter
○ Andrew Ng - @AndrewYNg
○ Yann LeCun - @ylecun
○ Andrej Karpathy - @karpathy
● Google Scholar
● NIPS - nips.cc
● ICML - icml.cc
● ACL (Computational Linguistics)
● Journal of Machine Learning Research - jmlr.org
● PLOS - Computational Biology

8. Publication Filtering Engines
● Arxiv Recent papers - arxiv.org/list/cs.LG/recent
● Scirate.com ( Statistics -> Machine Learning )
● Deeplearn.org
● CiteULike.org
● Mendeley.com
● Arxiv Sanity Preserver - www.arxiv-sanity.com
○ Slack-Bot: github.com/thundergolfer/arXie-Bot
● deepai.org/arxiv
● SemanticScholar.org (AllenAI)

10. GitHub.com/Keep-Current

11. Vladimir Vilchinsky
Tieto
Thomas Treml
daten sensorium

12. Keep-Current
GitHub.com/Keep-Current
● Locate
● Filter
● Summarize
● Adapt

13. DataBase Wrapper
Centrifuge - NLP Engine
Web Crawler + Content Scraper
Text Extractor
Readability PDF2Text
DocumentUser
Topic Modeling
Newsletter
Recommender System
Preprocessing
Summarization
Message
Broker
Web-App Facade
Relation
(GraphDB)

14. Centrifuge - Information Filtering Engine
github.com/Keep-Current/Engine
● Topic / Keywords Extraction
○ TF-IDF
○ TextRank / RAKE / TAKE Ensemble
Pay, Tayfun, and Stephen Lucci. "Automatic keyword extraction: An ensemble method." Big Data (Big Data), 2017 IEEE
International Conference on. IEEE, 2017.
● Probabilistic Topic Modeling
○ LDA
Blei, D. M., Ng, A. Y., & Jordan, M. I. (2003). Latent dirichlet allocation. Journal of machine Learning research, 3(Jan), 993-
1022.

15. Centrifuge - Information Filtering Engine
● Recommender System
○ Proximity Measurement
■ Word Embedding - Doc2Vec
○ Collaborative Filtering (CF)
C. Wang and D. Blei. Collaborative topic modeling for recommending scientific articles. In SIGKDD, pages
448–456. ACM, 2011.
○ Contextual Bandits
Li, L., Chu, W., Langford, J., Schapire, R.E.: A contextual-bandit approach to personalized news article
recommendation. In: Proceedings of the 19th international conference on World Wide Web, ACM (2010) 661–670

16. The results improve by your
feedback
Adaptation &
UI/UX

17. Roadmap :: Model Rationalization
● LIME
Ribeiro, Marco Tulio, Sameer Singh, and Carlos Guestrin. "Why should i trust you?: Explaining the predictions of any
classifier." Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. ACM,
2016.
● Reasoning
○ Lei, Tao, Regina Barzilay, and Tommi Jaakkola. "Rationalizing neural predictions." arXiv preprint arXiv:1606.04155
(2016).
○ Janner, Michael, Karthik Narasimhan, and Regina Barzilay. "Representation learning for grounded spatial
reasoning." arXiv preprint arXiv:1707.03938 (2017).

18. Join us @
GitHub.com /
Keep-Current

19. Work Shop
Meet-Up #1
Today
13:00
Room 2.31
Bring your laptop!

20. Thank You