Book

Agile Machine Learning with DataRobot

This book can help you rapidly explore and build a broader range of machine learning models using DataRobot's capabilities. You'll learn how to deploy ML models and operationalize and monitor their performance using practical examples. Data science experts will learn how to scale model building by using the Python API, among other advanced topics.

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Difficulty Level
Intermediate
Completion Time
11h28m approx.
Language
English
Certification
Not available

About Course

Book Content

chapters 11h28m total length

1. What Is DataRobot and Why You Need It
2. Machine Learning Basics
3. Understanding and Defining Business Problems
4. Preparing Data for DataRobot
5. Exploratory Data Analysis with DataRobot
6. Model Building with DataRobot
7. Model Understanding and Explainability
8. Model Scoring and Deployment
9. Forecasting and Time Series Modeling
10. Recommender Systems
11. Working with Geospatial Data, NLP, and Image Processing
12. DataRobot Python API
13. Model Governance and MLOps
14. Conclusion

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