Course Code: dask
Duration: 14 hours
Prerequisites:
  • 數據分析經驗
  • Python 程式設計經驗

觀眾

  • 數據科學家
  • 軟體工程師
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:

介紹

  • Dask 特性和優勢概述
  • Python 中的並行計算

開始

  • 安裝 Dask
  • Dask 庫、元件和 API
  • 最佳做法和提示

擴展 NumPy、SciPy 和 Pandas

  • Dask 陣組示例和用例
  • 塊和被阻止的演算法
  • 重疊計算
  • SciPy stats 和 LinearOperator
  • Numpy 切片和賦值
  • DataFrames 和 Pandas

Dask 內部結構和圖形用戶介面

  • 支援的介面
  • 調度程序和診斷
  • 分析性能
  • 圖計算

優化和部署 Dask

  • 設置自適應部署
  • 連接到遠端數據
  • 調試並行程式
  • 部署Dask集群
  • 使用 GPU
  • 在雲環境中部署Dask

故障排除

摘要和後續步驟

Sites Published:

United Arab Emirates - Scaling Data Analysis with Python and Dask

Qatar - Scaling Data Analysis with Python and Dask

Egypt - Scaling Data Analysis with Python and Dask

Saudi Arabia - Scaling Data Analysis with Python and Dask

South Africa - Scaling Data Analysis with Python and Dask

Brasil - Scaling Data Analysis with Python and Dask

Canada - Scaling Data Analysis with Python and Dask

中国 - Scaling Data Analysis with Python and Dask

香港 - Scaling Data Analysis with Python and Dask

澳門 - Scaling Data Analysis with Python and Dask

台灣 - Scaling Data Analysis with Python and Dask

USA - Scaling Data Analysis with Python and Dask

Österreich - Scaling Data Analysis with Python and Dask

Schweiz - Scaling Data Analysis with Python and Dask

Deutschland - Scaling Data Analysis with Python and Dask

Czech Republic - Scaling Data Analysis with Python and Dask

Denmark - Scaling Data Analysis with Python and Dask

Estonia - Scaling Data Analysis with Python and Dask

Finland - Scaling Data Analysis with Python and Dask

Greece - Scaling Data Analysis with Python and Dask

Magyarország - Scaling Data Analysis with Python and Dask

Ireland - Scaling Data Analysis with Python and Dask

Luxembourg - Scaling Data Analysis with Python and Dask

Latvia - Scaling Data Analysis with Python and Dask

España - Scaling Data Analysis with Python and Dask

Italia - Scaling Data Analysis with Python and Dask

Lithuania - Scaling Data Analysis with Python and Dask

Nederland - Scaling Data Analysis with Python and Dask

Norway - Scaling Data Analysis with Python and Dask

Portugal - Scaling Data Analysis with Python and Dask

România - Scaling Data Analysis with Python and Dask

Sverige - Scaling Data Analysis with Python and Dask

Türkiye - Scaling Data Analysis with Python and Dask

Malta - Scaling Data Analysis with Python and Dask

Belgique - Scaling Data Analysis with Python and Dask

France - Scaling Data Analysis with Python and Dask

日本 - Scaling Data Analysis with Python and Dask

Australia - Scaling Data Analysis with Python and Dask

Malaysia - Scaling Data Analysis with Python and Dask

New Zealand - Scaling Data Analysis with Python and Dask

Philippines - Scaling Data Analysis with Python and Dask

Singapore - Scaling Data Analysis with Python and Dask

Thailand - Scaling Data Analysis with Python and Dask

Vietnam - Scaling Data Analysis with Python and Dask

India - Scaling Data Analysis with Python and Dask

Argentina - Scaling Data Analysis with Python and Dask

Chile - Scaling Data Analysis with Python and Dask

Costa Rica - Scaling Data Analysis with Python and Dask

Ecuador - Scaling Data Analysis with Python and Dask

Guatemala - Scaling Data Analysis with Python and Dask

Colombia - Scaling Data Analysis with Python and Dask

México - Scaling Data Analysis with Python and Dask

Panama - Scaling Data Analysis with Python and Dask

Peru - Scaling Data Analysis with Python and Dask

Uruguay - Scaling Data Analysis with Python and Dask

Venezuela - Scaling Data Analysis with Python and Dask

Polska - Scaling Data Analysis with Python and Dask

United Kingdom - Scaling Data Analysis with Python and Dask

South Korea - Scaling Data Analysis with Python and Dask

Pakistan - Scaling Data Analysis with Python and Dask

Sri Lanka - Scaling Data Analysis with Python and Dask

Bulgaria - Scaling Data Analysis with Python and Dask

Bolivia - Scaling Data Analysis with Python and Dask

Indonesia - Scaling Data Analysis with Python and Dask

Kazakhstan - Scaling Data Analysis with Python and Dask

Moldova - Scaling Data Analysis with Python and Dask

Morocco - Scaling Data Analysis with Python and Dask

Tunisia - Scaling Data Analysis with Python and Dask

Kuwait - Scaling Data Analysis with Python and Dask

Oman - Scaling Data Analysis with Python and Dask

Slovakia - Scaling Data Analysis with Python and Dask

Kenya - Scaling Data Analysis with Python and Dask

Nigeria - Scaling Data Analysis with Python and Dask

Botswana - Scaling Data Analysis with Python and Dask

Slovenia - Scaling Data Analysis with Python and Dask

Croatia - Scaling Data Analysis with Python and Dask

Serbia - Scaling Data Analysis with Python and Dask

Bhutan - Scaling Data Analysis with Python and Dask

Nepal - Scaling Data Analysis with Python and Dask

Uzbekistan - Scaling Data Analysis with Python and Dask