IBM Data Engineering === > IBM 資料工程會帶領大家進入初級資料工程師所需要的技能，其中包括 databases 的設計及管理關聯性和非關聯性的資料結構。<br> > 在課程中會學習 Python 程式及 Linux/Unix shell 進行 ETL (Extract, Transform and Load) 資料處理。使用 SQL 進行資料庫訪，問還有 NoSQL 的關聯性和非關聯性的資料結構操作。還會為大家介紹大數據常用的分散計算與儲存的技術，如Hadoop 和 Spark 工具。課程完成後會讓大家獲得創建數據倉庫的經驗，並利用商業智能工具來分析和提取洞察力。<br> Introduction to Data Engineering --- - [WEEK_1 - What is Data Engineering](/Jiy-WNPrTvyfGSYtgUWfpw) - [WEEK_2 - The Data Engineering Ecosystem](/WY9wYSKKTrSzqY3wnX6xSw) - [WEEK_3 - Data Engineering Lifecycle](/4xHPfnWRTraBV2gsyA_jYA) - [WEEK_4 - Career Opportunities and Data Engineering in Action](/JzIDQMTLSqyDsVoQjmO0yw) Python for Data Science, AI & Development --- - [WEEK_1 - Python Basics](/sIiPFcb4RBmoFlaaWIENTw) - [WEEK_2 - Python Data Structure](/0NLAVQZ2QXGMXJtoN5OdDg) - [WEEK_3 - Python Programming Fundamentals (Coming Soon)]() - [WEEK_4 - Working with Data in Python (Coming Soon)]() - [WEEK_5 - APIs, and Data Collection (Coming Soon)]() - [Final Assignment (Coming Soon)]() Python Project for Data Engineering --- - [Final Assignment - ETL](/zgSjZwRoRtqcB0-VzIxFOg) Introduction to Relational Databases (RDBMS) --- - [WEEK_1 - Relational Database Concept](/pvPQl5rqRB2_w-CuF0VgUQ) - [WEEK_2 - Using Relational Databases](/wWOwFK8oQvWEG7tCg8PyqQ) - [WEEK_3 - MySQL and PostgreSQL](/sy9Z0iVORJSCqDWwK4FWVA) - [WEEK_4 - Course Assignment](/K7KtrQ9CSEurVoV6xkBj2A) - [Final Assignment - RDBMS](/FDSuGB9RRWWcC4Kdn3xthw) Databases and SQL for Data Science with Python --- - [WEEK_1 - Getting Started with SQL](/dM7zkKfwSH6EVdjXk6Tuig) - [WEEK_2 - Introduction to Relational Databases and Tables](/zbAITpnhSDuTTUDTWFpt5Q) - [WEEK_3 - Intermediate SQL](/UzIP_krITYmwtJeteptYBw) - [WEEK_4 - Access Databases Using Python](/llOo1ikZSJuIiTWunAbskg) - [WEEK_6 - Advanced SQL for Data Engineering (Coming Soon)]() - [Final Assignment - SQL using Python](/J8Gz6FRERE2NoW_jdkFWFA) Introduction to NoSQL Databases --- - [WEEK_1 - Introducing NoSQL](/-nyIWhdjRu6IPhRqPbmTtw) - [WEEK_2 - Introducing MongoDB](/GHmey3dFRPyEBdMuygLIvQ) - [WEEK_3 - Introducing Apache Cassandra](/5bcX5AsQRy2uCKO6tXZZEA) - [WEEK_4 - Introducing IBM Cloudant - A NoSQL DBaaS (Coming Soon)]() - [Final Assignment (Coming Soon)]() Introduction to Big Data with Spark and Hadoop --- - [Coming Soon]() Data Engineering and Machine Learning using Spark --- - [Coming Soon]() Hands-on Introduction to Linux Commands and Shell Scripting --- - [Coming Soon]() Relational Database Administration (DBA) --- - [Coming Soon]() ETL and Data Pipelines with Shell, Airflow and Kafka --- - [Coming Soon]() Getting Started with Data Warehousing and BI Analytics --- - [Coming Soon]() Data Engineering Capstone Project --- - [Coming Soon]()
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