GraphLab Create

GraphLab Create 是一款 Python 包,支持从数据摄取到产品化的全流程大规模数据分析及数据产品研发。它包括高效的 SFrame 表格数据结构,用于数据探索和可视化的 GraphLab Canvas,支持网络分析的 SGraph,快速原型开发的机器学习工具包,以及自动化数据管道等功能。

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Detailed infomation please click: Dato's user guide

GraphLab Create is a Python package that allows programmers to perform end-to-end large-scale data analysis and data product development.

  • Data ingestion and cleaning with SFrames. SFrame is an efficient disk-based tabular data structure that is not limited by RAM. This lets you scale your analysis and data processing to handle terabytes of data, even on your laptop.

  • Data exploration and visualization with GraphLab Canvas. GraphLab Canvas is a browser-based interactive GUI that allows you to explore tabular data, summary plots and statistics.

  • Network analysis with SGraph. SGraph is a disk-based graph data structure that stores vertices and edges in SFrames.

  • Predictive model development with machine learning toolkits. GraphLab Create includes several toolkits for quick prototyping with fast, scalable algorithms.

  • Production automation with data pipelines. Data pipelines allow you to assemble reusable code tasks into jobs and automatically run them on common execution environments (e.g. Amazon Web Services, Hadoop).


Installing using Dato Launcher may fail for network connection issue. I solved it by:
  1. Download Anaconda from continuum
  2. Download GraphLab Create from python's website
  3. Open Dato Launcher, it will install them automatically.
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