[Pearson / O\'Reilly Media] DevOps Tools and Principles (Video Collection) by Milecia McGregor [2024, ENG + Sub]

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Post 23-May-2024 11:00

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DevOps Tools and Principles (Video Collection)
Год выпуска: May 2024
Производитель: Pearson via O'Reilly Learning
Сайт производителя: https://learning.oreilly.com/course/devops-tools-and/9780135358856/
Автор: Milecia McGregor
Продолжительность: 8h 14m
Тип раздаваемого материала: Видеоурок
Язык: Английский + субтитры
Описание:
8+ hours of video instruction
Prerequisites:
Familiarity with building ML models in Python and managing data in AWS S3 buckets. Also, familiarity with Git and GitHub
Description:
This master class includes the following courses:
• Learn MLOps for Machine Learning
• Securing Your DevOps Pipelines
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.

Содержание

01 Learn MLOps for Machine Learning
Introduction
Lesson 1 Learning the MLOps Pipeline
Lesson 2 Handling the Data
Lesson 3 Creating a Model
Lesson 4 Working with Production Models
Summary
02 Securing Your DevOps Pipelines
Introduction
Lesson 1 Background on DevOps
Lesson 2 Security in DevOps or DevSecOps
Lesson 3 DevSecOps Tools
Lesson 4 Setting up a DevSecOps Pipeline
Lesson 5 Final Security Checks
Summary
Файлы примеров: отсутствуют
Формат видео: MP4
Видео: AVC, 1280×720, 16:9, 30.000 fps, 3 000 kb/s (0.017 bit/pixel)
Аудио: AAC, 44.1 KHz, 2 channels, 128 kb/s, CBR

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