Book

The Data Science Workshop

Cut through the noise and get real results with a step-by-step approach to data science

Offered byPackt Logo

Difficulty Level

Intermediate

Completion Time

27h16m

Language

English

About Book

Who Is This Book For?

Our goal at Packt is to help you be successful, in whatever it is you choose to do. The Data Science Workshop is an ideal data science tutorial for the data science beginner who is just getting started. Pick up a Workshop today and let Packt help you develop skills that stick with you for life.

Book content

chapters 27h16m total length

Introduction to Data Science in Python

Regression

Binary Classification

Multiclass Classification with RandomForest

Performing Your First Cluster Analysis

How to Assess Performance

The Generalization of Machine Learning Models

Hyperparameter Tuning

Interpreting a Machine Learning Model

Analyzing a Dataset

Data Preparation

Feature Engineering

Imbalanced Datasets

Dimensionality Reduction

Ensemble Learning

Machine Learning Pipelines

Automated Feature Engineering

Related Resources

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