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Some potential roadmap items ideas for 2018+ below.  For more details please see the JIRAs

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  • Multi-class SVM 
    Jira
    serverASF JIRA
    serverId5aa69414-a9e9-3523-82ec-879b028fb15b
    keyMADLIB-1037
  • Mixed effects modeling 
    Jira
    serverASF JIRA
    serverId5aa69414-a9e9-3523-82ec-879b028fb15b
    keyMADLIB-987
  • Gradient boosted machines
  • Gaussian Mixture Model using Expectation Maximization (EM) algorithm 
    Jira
    serverASF JIRA
    serverId5aa69414-a9e9-3523-82ec-879b028fb15b
    keyMADLIB-410
  • Hierarchical clusteringDeep learning
  • k-NN variations improvements 
    Jira
    serverASF JIRA
    serverId5aa69414-a9e9-3523-82ec-879b028fb15b
    keyMADLIB-1061
    Jira
    serverASF JIRA
    serverId5aa69414-a9e9-3523-82ec-879b028fb15b
    keyMADLIB-1181
  • Deep learning

Graph

  • Personalized PageRank 
    Jira
    serverASF JIRA
    serverId5aa69414-a9e9-3523-82ec-879b028fb15b
    keyMADLIB-1084
  • Betweenness centrality 
    Jira
    serverASF JIRA
    serverId5aa69414-a9e9-3523-82ec-879b028fb15b
    keyMADLIB-1121
  • Graph cut 
    Jira
    serverASF JIRA
    serverId5aa69414-a9e9-3523-82ec-879b028fb15b
    keyMADLIB-1074
  • Triangle counting 
    Jira
    serverASF JIRA
    serverId5aa69414-a9e9-3523-82ec-879b028fb15b
    keyMADLIB-1125
  • Minimum spanning tree
  • Eigenvector centrality 
    Jira
    serverASF JIRA
    serverId5aa69414-a9e9-3523-82ec-879b028fb15b
    keyMADLIB-1123
  • APSP performance improvements 
    Jira
    serverASF JIRA
    serverId5aa69414-a9e9-3523-82ec-879b028fb15b
    keyMADLIB-1155

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  • Mini-batching 
    Jira
    serverASF JIRA
    serverId5aa69414-a9e9-3523-82ec-879b028fb15b
    keyMADLIB-1048
    Jira
    serverASF JIRA
    serverId5aa69414-a9e9-3523-82ec-879b028fb15b
    keyMADLIB-1037
    Jira
    serverASF JIRA
    serverId5aa69414-a9e9-3523-82ec-879b028fb15b
    keyMADLIB-1200
    GPU support
  • Improve decision tree and random forest performance for run-time and memory usage 
    Jira
    serverASF JIRA
    serverId5aa69414-a9e9-3523-82ec-879b028fb15b
    keyMADLIB-1057
    Jira
    serverASF JIRA
    serverId5aa69414-a9e9-3523-82ec-879b028fb15b
    keyMADLIB-976

...

  • PostgreSQL 10 support 
    Jira
    serverASF JIRA
    serverId5aa69414-a9e9-3523-82ec-879b028fb15b
    keyMADLIB-1185
  • Tensorflow support, or another deep learning framework
  • Support modern versions of gcc 
    Jira
    serverASF JIRA
    serverId5aa69414-a9e9-3523-82ec-879b028fb15b
    keyMADLIB-1025
  • Tensorflow support, or another deep learning framework
  • GPU support