B04 – Data engineering bootcamp – Group (2025 edition) – Amsterdam Data Academy

Data engineering bootcamp

Course Content

Let’s start your learning journey – Group version

Introduction to data engineering

Module 1: Understanding Data Fundamentals 1 Topic

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Module 1: Understanding Data Fundamentals

Module 2: Introduction to Data Engineering 1 Topic

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Module 2: Introduction to Data Engineering

Programming with Python

Programming with Python – Course outline Sample Lesson

Course Roadmap: Programming with Python

Module 1: Programming with Python 1 Topic | 1 Quiz

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Module 1: Python Basics

Module 1 Quiz: Python Basics

Module 2: Programming with Python 1 Topic | 1 Quiz

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Module 2: Python Pandas

Module 2 Quiz: Python Pandas

Module 3: Programming with Python 2 Topics | 1 Quiz

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Module 3: Visualisations

Module 3: Upload Assignment – Programming with Python

Module 3 Quiz: Visualisations

Programming with Python: Personal Feedback

Data engineering with Azure

Data engineering with Azure – Course introduction Sample Lesson

Module 1: Cloud Computing Concepts & Introducing Azure 1 Topic | 1 Quiz

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Module 1: Azure Data Fundamentals

Module 1 Quiz: Cloud Computing Concepts & Introducing Azure

Module 2: Azure data fundamentals 1 Topic | 1 Quiz

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Module 2: Data Concepts & Azure Data Services

Module 2 Quiz: Data Concepts & Azure Data Services

Module 3: Azure data fundamentals

Fundamentals of the modern data stack

Essential Information about the Course

Module 1: Fundamentals of a data stack 1 Topic

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Module 1: Introduction to Data Engineering and Cloud Computing

Module 2: Fundamentals of a data stack 1 Topic

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Module 2: Modern Data Platforms and Architectures

Data & Ethics

Course Roadmap: AI & Ethics

Module 1: Responsible AI: Fairness & Transparency 1 Topic | 3 Quizzes

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Module 1: Responsible AI: Fairness & Transparency

Quiz 1: Introduction into ethics

Quiz 3: Fairness & Bias

Quiz 2: Explainable AI

Module 2: Ethical AI Practices 1 Topic | 2 Quizzes

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Module 2: Ethical AI Practices

Quiz 5: GDPR & AI Act

Quiz 4: Responsibility & Human Values

Module 3 Case Study: AI & Ethics 3 Topics

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Module 3 Case Explanation: Data in Practice: Ethics & Governance

Module 3: Upload Assignment – AI & Ethics

Module 3: Data in Practice: Ethics & Governance – Personalized Feedback

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