IBM Data Engineering
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> 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
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- [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
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- [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
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- [Final Assignment - ETL](/zgSjZwRoRtqcB0-VzIxFOg)

Introduction to Relational Databases (RDBMS)
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- [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
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- [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
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- [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
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- [Coming Soon]()

Data Engineering and Machine Learning using Spark
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- [Coming Soon]()

Hands-on Introduction to Linux Commands and Shell Scripting
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- [Coming Soon]()

Relational Database Administration (DBA)
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- [Coming Soon]()

ETL and Data Pipelines with Shell, Airflow and Kafka
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- [Coming Soon]()

Getting Started with Data Warehousing and BI Analytics
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- [Coming Soon]()

Data Engineering Capstone Project
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- [Coming Soon]()