Parameter
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Data Mining
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Machine Learning
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Definition
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Data mining is a process to extract information from a data set and transform it into an understandable structure for further use.
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It is a Technique that concerns the construction and study of systems that can learn from data.
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Focus
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It focuses on the discovery of unknown properties in the data.
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It focuses on prediction, based on known properties learned from training data.
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Database Size
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It is an automatic or semi-automatic analysis that is performed on large quantities of data.
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It is generally performed on small databases to increase accuracy.
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Types
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Association Rules
Classification
Clustering
Sequential Patterns
Sequence Similarity
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Supervised
Un Supervised
Reinforcement
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Relationship
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Data Mining uses various Machine Learning methods, but for slightly different goals.
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Machine learning also uses data mining Technique as "unsupervised learning" or as a “preprocessing step” for improvement of learner accuracy.
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Applications
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Forecasting
Classifying Things
Associating Similar Things
Clustering into Groups
Sequence Making
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Automating Employee Access Control
Protecting Animals
Predicting Emergency wait room times
Identifying Heart Failure
Classroom will learn, Digital Guardian, City will help you live in it and many more……
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Example Software’s Used
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Carrot2, GATE, UIMA, Weka, NLTK, Torch etc.
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Apache Mahout ,ELKI, H2O, OpenCV, OpenNN, Weka, MATLAB etc.
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Alternate Links:
Difference between Data Mining and Machine Learning
Difference between Machine Learning and Data Mining
How Data Mining is Different from Machine Learning?
How Machine Learning is Different from Data Mining?
Compare Data Mining with Machine Learning
Compare Machine Learning with Data Mining
Distinguish between Data Mining and Machine Learning
Distinguish between Machine Learning and Data Mining
Data Mining vs Machine Learning
Machine Learning vs Data Mining
Tabular difference between Data Mining and Machine Learning
Tabular Difference Between Machine Learning and Data Mining
How we can distinguish between Data Mining and Machine Learning?
How we can distinguish between Machine Learning and Data
Mining?
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