Chadha / Juwe Agile Machine Learning with DataRobot

Automate each step of the machine learning life cycle, from understanding problems to delivering value
1. Auflage 2021
ISBN: 978-1-80107-864-1
Verlag: De Gruyter
Format: EPUB
Kopierschutz: 0 - No protection

E-Book, Englisch, 344 Seiten

No detailed description available for "Agile Machine Learning with DataRobot".

Autoren/Hrsg.

Chadha, Bipin

Juwe, Sylvester

Fachgebiete

• Mathematik | Informatik EDV | Informatik Informatik Künstliche Intelligenz
• Mathematik | Informatik EDV | Informatik Business Application Unternehmenssoftware
• Mathematik | Informatik EDV | Informatik Daten / Datenbanken Automatische Datenerfassung, Datenanalyse

Inhaltsverzeichnis

Table of Contents - What Is DataRobot and Why You Need It
- Machine Learning Basics
- Understanding and Defining Business Problems
- Preparing Data for DataRobot
- Exploratory Data Analysis with DataRobot
- Model Building with DataRobot
- Model Understanding and Explainability
- Model Scoring and Deployment
- Forecasting and Time Series Modeling
- Recommender Systems
- Working with Geospatial Data, NLP, and Image Processing
- DataRobot Python API
- Model Governance and MLOps
- Conclusion

Über Autor(innen)

Chadha Bipin:

Bipin Chadha is a hands-on leader of data science teams who can find innovative solutions to complex problems. He creates systemic data-driven models that enable executives to understand how their business operates, analyze a broad range of scenarios and strategies, and understand the likely implications of decisions and events prior to implementing risky changes. His passion is building data-driven cultures, developing effective teams, and driving organizations to grow and succeed.Juwe Sylvester:

Sylvester Juwe is a highly accomplished Executive, with hands-on technical expertise implementing complex Big Data and Advanced Analytics solutions, from conceptualisation to commercial impact. He is a well versed leader who leverages sophisticated data capabilities, influences stakeholders, and creates a strong culture of governance and curiosity in solving complex business challenges, thereby creating commercial impact.