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Nico Popescul

Nuclio Learning

This course covers key concepts such as Python virtual environments, proper structuring of ML projects, and the appropriate use of the sklearn package, focusing on Pipelines, Transformers, and ColumnTransformers to automate data cleaning and processing. Learn to develop Python modules to promote code reuse and improve efficiency in ML project development.

Advanced Data Science: Key Tools

Introduction of the project and the instructor, installation of Python and other necessary tools, creation of Python virtual environments, and necessary folder structure for an ML project.

Module 1 - Introduction and Prerequisites

Module 2 - EDA and First Contact with the Dataset

Introduction to sklearn, Train Test Split, sklearn Transformers, sklearn ColumnTransformers, sklearn Pipelines, sklearn FunctionTransformer, object-oriented programming, CustomTransformers, and final Pipeline.

Module 3 - sklearn and Best Practice of Data Treatment

Code refactoring, wrap up, and final conclusion.

Module 4 - Code Refactoring, Wrap Up and Conclusions

Transform data into decisions with the Advanced Data Science: Key Tools certification course. Gain industry best practices for structuring ML projects and mastering scikit-learn for efficient data cleaning and processing.

Professionals in the world of Data Science with 1-2 years of experience who wish to improve their skills to make the leap to senior.

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Advanced Data Science: Key Tools

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