Course Code: dask
Duration: 14 hours
Prerequisites:
  • 数据分析经验
  • Python 编程经验

观众

  • 数据科学家
  • 软件工程师
Overview:

Dask是平行计算的灵活和高性能图书馆。 它扩展和加速大数据处理与其他基于数据科学的图书馆,如 Pandas,Numpy,和Scikit-Learn。

由教练引导,现场培训(在线或在线)旨在数据科学家和软件工程师谁希望使用 Dask 与 Python 生态系统构建,规模和分析大数据集。

在本研讨会结束后,参与者将能够:

  • 设置环境以开始构建大数据处理与 Dask 和 Python.
  • 探索在 Dask 中可用的功能、图书馆、工具和API。
  • 如何理解 Dask 加速平行计算在 Python.
  • 你們應當知道,你們的教導是怎樣的,你們的教導是怎樣的。
  • 优化 Dask 环境,以保持大数据集处理的高性能。

课程格式

  • 互动讲座和讨论。
  • 很多练习和练习。
  • 在现场实验室环境中进行手动实施。

课程定制选项

  • 要申请此课程的定制培训,请联系我们安排。
Course Outline:

介绍

  • Dask 特性和优势概述
  • Python 中的并行计算

开始

  • 安装 Dask
  • Dask 库、组件和 API
  • 最佳做法和提示

扩展 NumPy、SciPy 和 Pandas

  • Dask 数组示例和用例
  • 块和被阻止的算法
  • 重叠计算
  • SciPy stats 和 LinearOperator
  • Numpy 切片和赋值
  • DataFrames 和 Pandas

Dask 内部结构和图形用户界面

  • 支持的接口
  • 调度程序和诊断
  • 分析性能
  • 图计算

优化和部署 Dask

  • 设置自适应部署
  • 连接到远程数据
  • 调试并行程序
  • 部署 Dask 集群
  • 使用 GPU
  • 在云环境中部署 Dask

故障 排除

摘要和后续步骤

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