When does class start/end?
Class hours may vary, please reach out to contact@ascendientlearning.com if you have any questions.
AI/ML Model Development, Deployment, and Monitoring
This Artificial Intelligence and Machine Learning (AI/ML) Tools training course gives attendees an in-depth examination of the tools and techniques used in monitoring AI and ML models, focusing on...
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$1,575 USD
Duration
2 days
Course Code
WA3387
Available Formats
Classroom
Overview
This Artificial Intelligence and Machine Learning (AI/ML) Tools training course gives attendees an in-depth examination of the tools and techniques used in monitoring AI and ML models, focusing on those used in production. Participants learn how to detect and address model drift over time and monitor for data quality, privacy, and security.
Skills Gained
- Understand the importance and types of AI/ML model monitoring
- Know how to detect anomalies in model behavior
- Understand the practical applications of anomaly detection in AI/ML monitoring
Who Can Benefit
- Data Science DevOps
- Data Engineers
- Data Scientists
- ML Engineers
Prerequisites
- Cloud Architecture Basics
- Machine Learning Fundamentals
- Data Science Pipelines
Course Details
Course Outline
- Introduction to Monitoring AI/ML Models
- Importance of monitoring AI/ML models
- Key metrics for monitoring AI/ML models
- Monitoring for model performance vs. monitoring for application performance
- Monitoring throughout the Data Science pipeline
- Monitoring Data Quality
- Understanding data quality issues in AI/ML applications.
- Tools and techniques for monitoring data quality.
- How data quality issues affect model performance and strategies to manage this.
- Detecting and Addressing Model Drift
- Understanding model drift
- Techniques for detecting model drift and data drift
- Tools for drift detection (e.g., AWS SageMaker Model Monitor, Seldon Alibi-Detect)
- Strategies for addressing model drift
- Advanced Topics in AI/ML Monitoring
- Monitoring complex models (e.g., deep learning models)
- Monitoring at scale: big data considerations
- Continuous monitoring and automated anomaly detection
- Monitoring for AI/ML Security
- Understanding adversarial attacks on AI/ML models.
- Importance of security monitoring in AI/ML.
- Tools for monitoring and mitigating adversarial attacks.
- Privacy, Fairness, and Compliance Considerations
- How privacy regulations impact AI/ML monitoring.
- Tools and best practices for privacy-preserving AI/ML monitoring.
- Case studies in AI/ML privacy and compliance.
- Understanding model fairness and bias
- Tools for fairness and bias monitoring (e.g., Fairlearn, Aequitas)
- Case studies of fairness and bias monitoring
- Conclusion
Schedule
FAQ
Does the course schedule include a Lunchbreak?
Classes typically include a 1-hour lunch break around midday. However, the exact break times and duration can vary depending on the specific class. Your instructor will provide detailed information at the start of the course.
What languages are used to deliver training?
Most courses are conducted in English, unless otherwise specified. Some courses will have the word "FRENCH" marked in red beside the scheduled date(s) indicating the language of instruction.
What does GTR stand for?
GTR stands for Guaranteed to Run; if you see a course with this status, it means this event is confirmed to run. View our GTR page to see our full list of Guaranteed to Run courses.
How do I find an Ascendient Learning training location?
We have training locations across the United States and Canada - View a complete list of classroom training locations.
Which delivery formats are available?
At Ascendient Learning, we offer training that is Instructor-Led, Online, Virtual, and Self-Paced.
Does Ascendient Learning deliver group training?
Yes, we provide training for groups, individuals and private on sites. View our group training page for more information.
What does vendor-authorized training mean?
As a vendor-authorized training partner, we offer a curriculum that our partners have vetted. We use the same course materials and facilitate the same labs as our vendor-delivered training. These courses are considered the gold standard and, as such, are priced accordingly.
Is the training too basic, or will you go deep into technology?
It depends on your requirements, your role in your company, and your depth of knowledge. The good news about many of our learning paths, you can start from the fundamentals to highly specialized training.
How up-to-date are your courses and support materials?
We continuously work with our vendors to evaluate and refresh course material to reflect the latest training courses and best practices.
Are your instructors seasoned trainers who have deep knowledge of the training topic?
Ascendient Learning instructors have an average of 27 years of practical IT experience and have also served as consultants for an average of 15 years. To stay current, instructors spend at least 25 percent of their time learning new, emerging technologies and courses.
Do you provide hands-on training and exercises in an actual lab environment?
Lab access is dependent on the vendor and the type of training you sign up for. However, many of our top vendors will provide lab access to students to test and practice. The course description will specify lab access.
Will you customize the training for our company’s specific needs and goals?
We will work with you to identify training needs and areas of growth. We offer a variety of training methods, such as private group training, on-site of your choice, and virtually. We provide courses and certifications that are aligned with your business goals.
How do I get started with certification?
Getting started on a certification pathway depends on your goals and the vendor you choose to get certified in. Many vendors offer entry-level IT certification to advanced IT certification that can boost your career. To get access to certification vouchers and discounts, please contact info@ascendientlearning.com.
Will I get access to content after I complete a course?
You will get access to the PDF of course books and guides, but access to the recording and slides will depend on the vendor and type of training you receive.
How do I request a W9 for Ascendient Learning?
View our filing status and how to request a W9.
Reviews
my experince was great from the day i regetered to the actuall day of the class.
Labs and the study materials provided for Architecting on AWS course are very easy to understand and explains all the topics required to pass the Associate certification.
The course was informative, and I learnt a new skill. The instructor was up to the point.
I found this course informative. It was easy to follow and provided some good information.
Course was great and informative. The instructor had a good flow and was very personable.
