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All LessonsFree Lessons (3)

Introduction

Course Goals and Structure

Getting Started

Motivation: Why Jupyter Notebooks Aren’t Enough The ML Training Pipeline Quiz: Getting Started

Structuring the ML Pipeline

System Architecture Directory Structure Code Organization Code Style Managing Dependencies Quiz: Structuring the ML Pipeline

Directed Acyclic Graphs (DAGs)

What Is a DAG?Topological Sorting Quiz: DAGs

The ML Library

Object-Oriented Programming

Configuration Files: OmegaConf

Abstract Base Classes

Report Generation

Quiz: The ML Library

Project

Create Your First Data Pipeline with a Dashboard

The Pipeline Core

Structuring the Pipeline Core Parsing Command-Line Arguments: Argparse Experiment Tracking Logging The Complete Pipeline Docstrings Quiz: The Pipeline Core

Extending the Pipeline

Supporting a New Dataset Supporting a New Model

Project

Build a News ETL Data Pipeline Using Python and SQLite

Testing

Introduction to Unit Testing Pytest Introduction to System Testing Quiz: Testing

Deployment

Packaging the ML Library Inference

Other Considerations

Data Quality and Model Performance Monitoring Reproducibility Off-the-Shelf Solutions Quiz: Observability and Reproducibility

Wrapping Up

Appendix

Useful Resources

Course Assessment

Final Assessment

Building a Machine Learning Pipeline from Scratch/

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Quiz: The ML Library

Quiz: The ML Library

Test yourself on the concepts learned in this chapter.

We'll cover the following...

Technical Quiz

1.

(True or False) An object is a concrete realization of a class.

A.

True

B.

False

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