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Python for Data Engineers

55 lessons

  1. 1. Python Setup & Environment
    1. Video lesson1. Installing Python4m
    2. Video lesson2. Installing Jupyter Notebook3m
    3. Reading3. Setting Up Your Python Environment (VS Code, venvs & pip)4m
  2. 2. Python Fundamentals
    1. Video lesson1. Python Variables2m
    2. Video lesson2. Python Basic Datatypes9m
    3. Interactive tutorial3. QUIZ: Variables & Datatypes6m
    4. Video lesson4. Python Lists3m
    5. Video lesson5. Python Dictionaries8m
    6. Reading6. List Comprehensions & Advanced Collections4m
    7. Interactive tutorial7. QUIZ: Lists & Dictionaries6m
    8. Project submission8. ASSIGNMENT: Lists & Dict32m
    9. Video lesson9. Python For Loops5m
    10. Video lesson10. Python While Loops7m
    11. Interactive tutorial11. QUIZ: For & While Loops6m
    12. Video lesson12. Python If Conditions8m
    13. Video lesson13. Python Functions14m
    14. Project submission14. ASSIGNMENT: Loops, if conditions & functions31m
    15. Video lesson15. Python Strings17m
    16. Reading16. Text Wrangling Essentials: split, join, and formatting3m
    17. Video lesson17. Python Regular Expressions (Regex)6m
    18. Interactive tutorial18. QUIZ: Python Fundamentals17m
    19. Project submission19. ASSIGNMENT: Python Fundamentals32m
  3. 3. Modern Python Foundations
    1. Video lesson1. Type Hints & Static Checking10m
    2. Interactive tutorial2. Quiz: Pyright/mypy Patterns and Gradual Typing8m
    3. Video lesson3. Data Classes & Pydantic17m
    4. Interactive tutorial4. Quiz: Choosing dataclass vs Pydantic vs NamedTuple7m
    5. Video lesson5. Project Structure & Packaging20m
    6. Interactive tutorial6. Quiz: pyproject.toml, src Layout, and Modern Packaging8m
    7. Video lesson7. Virtual Envs & Dependency Management9m
    8. Interactive tutorial8. Quiz: uv, Poetry, pip-tools Compared8m
    9. Assignment9. Build 1 — CLI Tool (Typer + tests + package + publish)35m
    10. Reading10. OOP for Pipeline Builders: Classes Where They Earn Their Keep5m
  4. 4. Async, Concurrency & Performance
    1. Video lesson1. Async/Await — How the Event Loop Works14m
    2. Interactive tutorial2. Quiz: When asyncio Helps and When It Doesn't8m
    3. Video lesson3. Threading vs Multiprocessing vs Asyncio13m
    4. Interactive tutorial4. Quiz: The GIL and Picking the Right Primitive7m
    5. Assignment5. Build 2 — Async API Client Library34m
    6. Video lesson6. Generators, Iterators & itertools21m
    7. Interactive tutorial7. Quiz: Memory-Efficient Pipelines and Lazy Evaluation8m
    8. Video lesson8. Context Managers & Decorators15m
    9. Interactive tutorial9. Quiz: Building Reusable, Composable Abstractions8m
    10. Video lesson10. Profiling & Optimization17m
    11. Interactive tutorial11. Quiz: Profile First, Optimize After8m
    12. Assignment12. Build 3 — High-Performance Data Processor34m
    13. Assignment13. Build 4 — Memory-Efficient Data Cache & Profiler33m
  5. 5. Production Python
    1. Video lesson1. Testing with pytest23m
    2. Interactive tutorial2. Quiz: Fixtures, Mocking, Coverage, Test Organization8m
    3. Video lesson3. Logging & Configuration14m
    4. Interactive tutorial4. Quiz: Structured Logging and 12-Factor Config8m
    5. Video lesson5. Error Handling Patterns11m
    6. Interactive tutorial6. Quiz: Exceptions, Retries, Result Types8m
    7. Video lesson7. Design Patterns in Python23m
    8. Interactive tutorial8. Quiz: Pythonic Patterns vs Gang-of-Four8m
    9. Assignment9. Build 5: Production Ingestion Microservice34m
    10. Assignment10. Build 6 — Extensible Plugin Architecture (Capstone)34m
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Micro Free Courses

Python for Data Engineers

55 lessons

  1. 1. Python Setup & Environment
    1. Video lesson1. Installing Python4m
    2. Video lesson2. Installing Jupyter Notebook3m
    3. Reading3. Setting Up Your Python Environment (VS Code, venvs & pip)4m
  2. 2. Python Fundamentals
    1. Video lesson1. Python Variables2m
    2. Video lesson2. Python Basic Datatypes9m
    3. Interactive tutorial3. QUIZ: Variables & Datatypes6m
    4. Video lesson4. Python Lists3m
    5. Video lesson5. Python Dictionaries8m
    6. Reading6. List Comprehensions & Advanced Collections4m
    7. Interactive tutorial7. QUIZ: Lists & Dictionaries6m
    8. Project submission8. ASSIGNMENT: Lists & Dict32m
    9. Video lesson9. Python For Loops5m
    10. Video lesson10. Python While Loops7m
    11. Interactive tutorial11. QUIZ: For & While Loops6m
    12. Video lesson12. Python If Conditions8m
    13. Video lesson13. Python Functions14m
    14. Project submission14. ASSIGNMENT: Loops, if conditions & functions31m
    15. Video lesson15. Python Strings17m
    16. Reading16. Text Wrangling Essentials: split, join, and formatting3m
    17. Video lesson17. Python Regular Expressions (Regex)6m
    18. Interactive tutorial18. QUIZ: Python Fundamentals17m
    19. Project submission19. ASSIGNMENT: Python Fundamentals32m
  3. 3. Modern Python Foundations
    1. Video lesson1. Type Hints & Static Checking10m
    2. Interactive tutorial2. Quiz: Pyright/mypy Patterns and Gradual Typing8m
    3. Video lesson3. Data Classes & Pydantic17m
    4. Interactive tutorial4. Quiz: Choosing dataclass vs Pydantic vs NamedTuple7m
    5. Video lesson5. Project Structure & Packaging20m
    6. Interactive tutorial6. Quiz: pyproject.toml, src Layout, and Modern Packaging8m
    7. Video lesson7. Virtual Envs & Dependency Management9m
    8. Interactive tutorial8. Quiz: uv, Poetry, pip-tools Compared8m
    9. Assignment9. Build 1 — CLI Tool (Typer + tests + package + publish)35m
    10. Reading10. OOP for Pipeline Builders: Classes Where They Earn Their Keep5m
  4. 4. Async, Concurrency & Performance
    1. Video lesson1. Async/Await — How the Event Loop Works14m
    2. Interactive tutorial2. Quiz: When asyncio Helps and When It Doesn't8m
    3. Video lesson3. Threading vs Multiprocessing vs Asyncio13m
    4. Interactive tutorial4. Quiz: The GIL and Picking the Right Primitive7m
    5. Assignment5. Build 2 — Async API Client Library34m
    6. Video lesson6. Generators, Iterators & itertools21m
    7. Interactive tutorial7. Quiz: Memory-Efficient Pipelines and Lazy Evaluation8m
    8. Video lesson8. Context Managers & Decorators15m
    9. Interactive tutorial9. Quiz: Building Reusable, Composable Abstractions8m
    10. Video lesson10. Profiling & Optimization17m
    11. Interactive tutorial11. Quiz: Profile First, Optimize After8m
    12. Assignment12. Build 3 — High-Performance Data Processor34m
    13. Assignment13. Build 4 — Memory-Efficient Data Cache & Profiler33m
  5. 5. Production Python
    1. Video lesson1. Testing with pytest23m
    2. Interactive tutorial2. Quiz: Fixtures, Mocking, Coverage, Test Organization8m
    3. Video lesson3. Logging & Configuration14m
    4. Interactive tutorial4. Quiz: Structured Logging and 12-Factor Config8m
    5. Video lesson5. Error Handling Patterns11m
    6. Interactive tutorial6. Quiz: Exceptions, Retries, Result Types8m
    7. Video lesson7. Design Patterns in Python23m
    8. Interactive tutorial8. Quiz: Pythonic Patterns vs Gang-of-Four8m
    9. Assignment9. Build 5: Production Ingestion Microservice34m
    10. Assignment10. Build 6 — Extensible Plugin Architecture (Capstone)34m

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Python Setup & Environment

From python-essentials, ordered for DE.

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Module Content

Installing Python

Set up Python on your system and learn how to verify the installation so you’re ready to start writing your first lines of code.

4 minVideo
Start

Installing Jupyter Notebook

Learn how to install and launch Jupyter Notebook, the most popular environment for practicing Python and data analytics interactively.

3 minVideo
Start

Setting Up Your Python Environment (VS Code, venvs & pip)

4 minArticle
Start
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