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Data Algorithms: Recipes for Scaling Up with Hadoop and Spark
Topics include:
Market basket analysis for a large set of transactions
Data mining algorithms (K-means, KNN, and Naive Bayes)
Using huge genomic data to sequence DNA and RNA
Naive Bayes theorem and Markov chains for data and market prediction
Recommendation algorithms and pairwise document similarity
Linear regression, Cox regression, and Pearson correlation
Allelic frequency and mining DNA
Social network analysis (recommendation systems, counting triangles, sentiment analysis)
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Data Algorithms Recipes for Scaling Up with Hadoop and Spark.zip
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