5 ms·
I've made a similar list for economists. It included a list of practical applications of ML. Developers can get a sense of what the discipline can do before jum
by anton_tarasenko 10y ago
I've made a similar list for economists. It included a list of practical applications of ML. Developers can get a sense of what the discipline can do before jumping in.
APPLIED MACHINE LEARNING CASES
## Business
1. Kaggle, Data Science Use cases. An outline of business applications. Few companies have the data to implement these things. https://www.kaggle.com/wiki/DataScienceUseCases https://www.kaggle.com/wiki/DataScienceUseCases
2. Kaggle, Competitions. (Make sure you chose “All Competitions” and then “Completed”.) Each competition has a leaderboard. When users publish their solutions on GitHub, you can find links to these solutions on the leaderboard. https://www.kaggle.com/competitions https://www.kaggle.com/competitions
Industrial solutions are more powerful and complex than these examples, but they are not publicly available. Data-driven companies post some details about this work in their blogs.
## Emerging applications
1. Stanford’s CS229 Course, Student projects. See “Recent years’ projects.” Hundreds of short papers. http://cs229.stanford.edu/ http://cs229.stanford.edu/
2. CMU ML Department, Student projects. More advanced problems, compared to CS229. http://www.ml.cmu.edu/research/data-analysis-projects.html http://www.ml.cmu.edu/research/data-analysis-projects.html
3. arXiv, Machine Learning. Drafts of important papers appear here first. Then they got published in journals. http://arxiv.org/list/stat.ML/recent http://arxiv.org/list/stat.ML/recent
4. CS journals. Applied ML research also appear in engineering journals. https://scholar.google.com/citations?view_op=top_venues&hl=en&vq=eng_theoreticalcomputerscience https://scholar.google.com/citations?view_op=top_venues&hl=e...
5. CS departments. For example: CMU ML Department, PhD dissertations. http://www.ml.cmu.edu/research/phd-dissertations.html http://www.ml.cmu.edu/research/phd-dissertations.html
## Government
1. Bloomberg and Flowers, “NYC Analytics.” NYC Mayor’s Office of Data Analysis describes their data management system and improvements in operations. http://www.nyc.gov/html/analytics/downloads/pdf/annual_report_2013.pdf http://www.nyc.gov/html/analytics/downloads/pdf/annual_repor...
2. UK Government, Tax Agent Segmentation. https://www.gov.uk/government/uploads/system/uploads/attachment_data/file/396175/Report348.pdf https://www.gov.uk/government/uploads/system/uploads/attachm...
3. Data.gov, Applications. Some are ML-based. http://www.data.gov/applications http://www.data.gov/applications
4. StackExchange, Applications. http://opendata.stackexchange.com/questions/3346/examples-of-useful-applications-that-are-being-developed-using-open-data http://opendata.stackexchange.com/questions/3346/examples-of...
## See also
The original article: https://antontarasenko.com/2015/12/28/machine-learning-for-economists-an-introduction/ https://antontarasenko.com/2015/12/28/machine-learning-for-e...
A related list of cases: https://www.quora.com/What-are-some-practical-applications-of-big-data/answer/Anton-Tarasenko-2?srid=i9vl https://www.quora.com/What-are-some-practical-applications-o...
- lonewolf_ninja 10y agoI recently started playing around with the data sets on past Kaggle competitions and have been learning a lot. The Data Science use cases there are quite interesting. Are there any publicly available data-sets (other than the ones available in competitions) to work with (especially for the marketing use cases)?
- goberoi 10y agoI highly recommend subscribing to the "Data is Plural" mailing list. You'll get interesting datasets mailed to you each week! Here's the last one: http://tinyletter.com/data-is-plural/letters/data-is-plural-2016-11-02-edition http://tinyletter.com/data-is-plural/letters/data-is-plural-... Also checkout "Academic Torrents". Lots of large datasets here, from millions of Tweets, to labeled photos of fish in the wild. http://academictorrents.com/browse.php?c6=1&sort_field=times_completed&sort_dir=DESC&page=1 http://academictorrents.com/browse.php?c6=1&sort_field=times...
- lonewolf_ninja 10y agoThanks for that! I looked it up and just subscribed to the mailing list. Looks quite interesting.