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Ask HN: Learning, understanding and applying Data mining
Hello fellow HNers,
I am a soon to graduate Computer Science undergrad(Aug 2011). I have always been fascinated by data mining and scientific computing.
During one of my internships I did some scientific computing consisting of processing, indexing and searching terabyte sized sets of time series on GPUs and other massively parallel systems. This and other personal projects ignited my interest and passion in extracting knowledge out of large datasets.
I have been sucking up any material I can find and have looked around through google, youtube and through text books but have found to little to satisfy me.
Sadly my college does not offer any data mining courses, so I turn to you, the HN community, to point me to further resources.
Are there any websites, lectures or books you can recommend?
Any projects I could play with to further my knowledge and understanding?
Thank You,
Maze
- helwr 15y agocheck out some of these self-study guides: What are some good "toy problems" in data science? http://www.quora.com/Programming-Challenges-1/What-are-some-good-toy-problems-in-data-science http://www.quora.com/Programming-Challenges-1/What-are-some-... What are some good resources for learning about machine learning? http://www.quora.com/Machine-Learning/What-are-some-good-resources-for-learning-about-machine-learning http://www.quora.com/Machine-Learning/What-are-some-good-res... How do I become a data scientist? http://www.quora.com/Educational-Resources/How-do-I-become-a-data-scientist http://www.quora.com/Educational-Resources/How-do-I-become-a... What are some introductory resources for learning about large scale machine learning? http://www.quora.com/Machine-Learning/What-are-some-introductory-resources-for-learning-about-large-scale-machine-learning http://www.quora.com/Machine-Learning/What-are-some-introduc... What are some good learning projects to teach oneself about machine learning? http://www.quora.com/Machine-Learning/What-are-some-good-learning-projects-to-teach-oneself-about-machine-learning http://www.quora.com/Machine-Learning/What-are-some-good-lea... What are some good class projects for machine learning using MapReduce? http://www.quora.com/Machine-Learning/What-are-some-good-class-projects-for-machine-learning-using-MapReduce http://www.quora.com/Machine-Learning/What-are-some-good-cla... for a list of available courses see: http://news.ycombinator.com/item?id=2656156 http://news.ycombinator.com/item?id=2656156
- madmaze 15y agoThanks thats exactly what i have been looking for.
- dakotasmith 15y agoStanford. Mining of massive data sets. http://infolab.stanford.edu/~ullman/mmds.html http://infolab.stanford.edu/~ullman/mmds.html Complete book is available.
- madmaze 15y agoIt has been appended to my reading list. thanks
- peterpeters 15y agohere are also some lecture notes: http://infolab.stanford.edu/~ullman/mining/mining.html http://infolab.stanford.edu/~ullman/mining/mining.html
- iworkforthem 15y agoYou can consider going through the Getting Started guides for Apache Hadoop, Cassandra, Lucene & Solr. These software are used quite widely in the specified areas. Also contributing to the code base will help too.
- madmaze 15y agoI have done some Hadoop in the past on Amazons EC2.. definitely useful data mining tools, but Im looking more for concepts and approaches