Description
Dive into the rapidly evolving world of Machine Learning Operations (MLOps) and AI Security with our intensive 3-day boot camp. MLOps bridges the gap between data science and operation teams, delivering continuous collaboration and integration to drive the efficient production of AI models. Similarly, AI Security focuses on protecting AI systems from potential vulnerabilities, a critical skillset given the increasing reliance on AI in modern infrastructures. By mastering these skills, you'll be able to streamline machine learning projects and bolster security within your organization.
Working in a hands-on workshop style environment guided by our AI security expert, you’ll explore a wide range of topics and hands-on labs designed to provide a robust understanding of both MLOps and AI Security. Starting from an introduction to MLOps, you'll uncover the importance of this discipline, its distinction from DevOps and DataOps, and its lifecycle. You'll explore MLOps tools and techniques, including MLflow and Kubeflow, along with pipeline components and best practices. You will be able to set up an MLOps environment, automate ML workflows, monitor and manage models, and implement vital security measures in real-world situations. Lastly, you'll dive into the world of AI Security, exploring the AI threat landscape and best practices while applying basic security measures in a lab environment. The boot camp wraps up with advanced topics in AI Security, covering AI privacy, ethical considerations, adversarial attacks, and defenses.
Upon completion, you will have gained practical, hands-on skills in operationalizing and securing machine learning workflows, implementing best practices in model management, and understanding ethical considerations in AI Security. Our boot camp ensures that you will have the necessary knowledge to navigate MLOps and AI Security effectively, making your machine learning projects more efficient and secure.
Learning Objectives
Throughout the course you’ll learn how to:
Learning Objectives
Throughout the course you’ll learn how to:
Audience
The intermediate and beyond level course is a great fit for technical professionals eager to deepen their knowledge in machine learning and AI security. Roles such as Data Scientists, Machine Learning Engineers, IT Security Professionals, and DataOps Engineers would find significant value in this intensive, hands-on learning experience. This course is also suitable for technical leads and managers who oversee machine learning projects and need to understand both the operational and security aspects of AI systems.
Pre-Requisites
To ensure a smooth learning experience and maximize the benefits of attending this course, you should have the following prerequisite skills:
Take Before: Students should have incoming practical skills aligned with those in the course(s) below, or should have attended the following course(s) as a pre-requisite:
Take Next:
Course Topics / Agenda
Please note that this list of topics is based on our standard course offering, evolved from typical industry uses and trends. We’ll work with you to tune this course and level of coverage to target the skills you need most. Topics, agenda and labs are subject to change, and may adjust during live delivery based on audience skill level, interests and participation.
Day 1: Introduction to Machine Learning Operations (MLOps)
Day 2: Advanced MLOps and Beginning AI Security
Day 3: Advanced AI Security
Course Wrap-Up and Q&A
Setup Made Simple! Learning Experience Platform (LXP)
All applicable course software, digital courseware files or course notes, labs, data sets and solutions, live coaching support channels and rich extended learning and post training resources are provided for you in our “easy access, no install required” online Learning Experience Platform (LXP), remote lab and content environment. Access periods vary by course. We’ll collaborate with you to ensure your team is set up and ready to go well in advance of the class. Please inquire about set up details and options for your specific course of interest.
Live scheduled classes are listed below or browse our full course catalog anytime
Check out custom training solutions planned around your unique needs and skills.
Exclusive materials, ongoing support and a free live course refresh with every class.
Please see the current upcoming available open enrollment course dates posted below. Please feel free to Register Online below, or call 844-475-4559 toll free to connect with our Registrar for assistance. If you need additional date options, please contact us for scheduling.
Course Title | Days | Date | Time | Price | |
---|---|---|---|---|---|
Mastering Machine Learning Operations (MLOps) and AI Security Boot Camp (TTAI2810) | 3 Days | Dec 11 to Dec 13 | 10:00 AM to 06:00 PM EST | $2,795.00 | Enroll |
Mastering Machine Learning Operations (MLOps) and AI Security Boot Camp (TTAI2810) | 3 Days | Jan 27 to Jan 29 | 10:00 AM to 06:00 PM EST | $2,795.00 | Enroll |
Mastering Machine Learning Operations (MLOps) and AI Security Boot Camp (TTAI2810) | 3 Days | Mar 24 to Mar 26 | 10:00 AM to 06:00 PM EST | $2,795.00 | Enroll |
Mastering Machine Learning Operations (MLOps) and AI Security Boot Camp (TTAI2810) | 3 Days | May 19 to May 21 | 10:00 AM to 06:00 PM EST | $2,795.00 | Enroll |
Mastering Machine Learning Operations (MLOps) and AI Security Boot Camp (TTAI2810) | 3 Days | Jul 14 to Jul 16 | 10:00 AM to 06:00 PM EST | $2,795.00 | Enroll |
Mix, Match & Master!
2FOR1: Two Courses, One Price!
Enroll in *any* two public courses (for 2023 *OR* 2024 dates!) by December 31, for one price! Learn something new, or share the promo!
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