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Important machine learning papers
External Papers
- Top 10 algorithms in data mining - While it is difficult to identify the top 10, this paper contains 10 very important data mining/machine learning algorithms
- A Few Useful Things to Know about Machine Learning - Just like the title says, it contains many useful tips and gotchas for machine learning
- Random Forests - The initial paper on random forests
- Conditional Random Fields: Probabilistic Models for Segmenting and Labeling Sequence Data - The paper introducing conditional random fields as a framework for building probablistic models.
- Support-Vector Networks - The initial paper on support-vector networks for classification.