Book

Data Science Projects with Python

Ideal for anyone who is just getting started with machine learning, this hands-on data science book will give you experience building predictive models using industry-standard tools and techniques. It will help you develop the skills and understanding to generate valuable insights and make data-driven business decisions.

Offered byPackt Logo

Difficulty Level
Intermediate
Completion Time
14h24m approx.
Language
English
Certification
Not available

About Course

Book Content

chapters 14h24m total length

1. Data Exploration and Cleaning
2. Introduction to Scikit-Learn and Model Evaluation
3. Details of Logistic Regression and Feature Exploration
4. The Bias-Variance Trade-off
5. Decision Trees and Random Forests
6. Gradient Boosting, XGBoost, and SHAP (SHapley Additive exPlanations) Values
7. Test Set Analysis, Financial Insights, and Delivery to the Client

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