When does class start/end?
Class hours may vary, please reach out to contact@ascendientlearning.com if you have any questions.
Deploying and Scaling Generative AI Applications
Specialized hardware and complex data processing requirements make deploying and scaling Generative AI (GenAI) applications challenging. This Generative AI course covers the deployment lifecycle,...
Read More
$2,000 USD
Duration
2 days
Course Code
GAI-2401
Available Formats
Classroom
Overview
Specialized hardware and complex data processing requirements make deploying and scaling Generative AI (GenAI) applications challenging. This Generative AI course covers the deployment lifecycle, containerization, cloud-based deployment, and security considerations for GenAI applications. Participants learn how to optimize performance, reduce costs, and ensure compliance with data privacy regulations. Hands-on labs provide practical experience with model packaging, deployment strategies, and monitoring techniques.
Skills Gained
By the end of this course, participants will be able to:
- Reduce operational costs through efficient deployment strategies
- Increase scalability to handle growing user demands
- Ensure compliance with data privacy regulations
- Improve reliability and uptime of AI services
- Secure sensitive data and preventing unauthorized access
Who Can Benefit
- DevOps
- Software Developers
Prerequisites
- Practical experience deploying applications
- Introduction to Generative AI Concepts or equivalent experience
Course Details
Software
All attendees must have a modern web browser and an Internet connection.
Introduction to Generative AI Deployment
- Understanding the Deployment Lifecycle for Generative AI
- Deployment Architectures for GenAI (Serverless, Microservices, etc.)
- Key Challenges in Deploying Generative AI Models (Latency, Cost, Scalability)
- Comparing and Contrasting Model Serving Solutions (Hugging Face, TensorFlow Serving, TorchServe)
- Introduction to MLOps for Generative AI
Model Packaging and Containerization
- Serializing and Exporting GenAI Models (ONNX, PMML)
- Containerization with Docker
- Building Optimized Docker Images for Generative AI
- Managing Dependencies and Environments
- Packaging Models for Specific Frameworks and Hardware
Deployment Strategies and Infrastructure
- Cloud-Based Deployment (AWS SageMaker, Google Vertex AI, Azure ML)
- On-Premise and Hybrid Deployments
- Edge Deployment for Low-Latency Applications
- Kubernetes for Orchestrating GenAI Deployments
- Serverless Deployments with AWS Lambda or Azure Functions
Basics of Generative AI Monitoring
- Differences Between Evaluation and Monitoring
- Identifying Key Monitoring Metrics
- Understanding the Monitoring Workflow
- Alerts, Logs, and Monitoring Verification
- Setting Up a Monitoring System
Scaling and Optimizing Generative AI Deployments
- Horizontal and Vertical Scaling Strategies
- Load Balancing and Auto-Scaling for GenAI Applications
- Optimizing Model Inference for Performance (Quantization, Pruning, Distillation)
- Caching Strategies for Improved Latency
- Cost Optimization Techniques for GenAI Deployments
Security and Reliability in Generative AI Deployments
- Securing API Endpoints and Access Control
- Input Validation and Sanitization to Prevent Attacks
- Implementing Robust Error Handling and Failover Mechanisms
- Ensuring Data Privacy and Compliance (GDPR, CCPA)
- Regular Security Audits and Penetration Testing
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
The format of the class was concise. I learned new skills to use at my workplace.
Course was great and the instructor had an answer for anything that was asked during the course.
Good course. I appreciate the time the instructor put into teaching this class.
I think the platform is very good and look forward to taking my next course in early October.
vary good online learning. instructor is vary good the way he explained every thing.
