DevOps tools and principles (video collection)

• Titel: DevOps tools and principles (video collection)
• Mitwirkende: McGregor, Milecia [MitwirkendeR]
• Institutionen: Pearson (Firm), [Verlag]
• Verf.angabe: Milecia McGregor
• Ausgabe: [First edition].
• Verlagsort: [Place of publication not identified]
• Verlag: Pearson
• E-Jahr: 2024
• Jahr: [2024]
• Umfang: 1 online resource (1 video file (8 hr., 15 min.))
• Illustrationen: sound, color.
• Fussnoten: Online resource; title from title details screen (O’Reilly, viewed May 7, 2024)
• ISBN: 978-0-13-535885-6
• ISBN: 0-13-535885-X
• Datenträger: Online-Ressource
• Sprache: eng
• Sach-SW: Instructional films
• Sach-SW: Nonfiction films
• Sach-SW: Internet videos
• K10plus-PPN: 1890483893
• K10plus-PPN:
  Universitätsbibliothek
• Lokale URL UB: Zum Volltext
• Lokale URL UB: Bibliothek der Medizinischen Fakultät Mannheim der Universität Heidelberg
• Bibliothek/Idn: UW / m4533711650
• Lokale URL Inst.: Zum Volltext

Abstract

Learn MLOps for Machine Learning - With both machine learning and DevOps at the forefront these days, Milecia McGregor helps engineers understand how to apply key DevOps principles to their machine learning projects. When teams are working with machine learning models, changing features, different data sets, new algorithms, and unique computing resources all influence a machine learning model’s performance. Tracking all of these items can be complicated. With tools such as DVC, MLFlow, AWS, you can meet the challenge. Milecia McGregor demonstrates how to use MLOps tools to improve machine learning and automate some of the steps in the process. In Securing Your DevOps Pipelines: DevSecOps Best Practices, Milecia covers how DevSecOps improves upon regular DevOps pipelines. She covers the tools and methodologies you can use to bring DevSecOps to your organization. By the end of the course, you will know how to build a DevSecOps pipeline and how to integrate different tools to handle the OWASP Top Ten, as well as compliance checks to stay up to date with regulations like HIPAA, PCI, and GDPR.