This course is designed to empower your organization to fully harness the transformative potential of Google’s Vertex AI and generative AI (gen AI) technologies, with a strong emphasis on security.

Tailored for AI practitioners and security engineers, it provides targeted knowledge and hands-on skills to navigate and adopt AI safely and effectively. Participants will gain practical insights and develop a security-conscious approach, ensuring a secure and responsible integration of gen AI within their organization.

Who Should Attend?

AI practitioners, security professionals, and cloud architects.

For corporate groups, we can organize this training as an on-site private group.

Prerequisites

Fundamental knowledge of machine learning, in particular generative AI, and basic understanding of security on Google Cloud.

What You Will Learn

Skills Gained

Establish foundational knowledge of Vertex AI and its security challenges.
Implement identity and access control measures to restrict access to Vertex AI resources.
Configure encryption strategies and protect sensitive information.
Enable logging, monitoring, and alerting for real-time security oversight of Vertex AI operations.
Identify and mitigate unique security threats associated with generative AI.
Apply testing techniques to validate and secure generative AI model responses.
Implement best practices for securing data sources and responses within Retrieval-Augmented Generation (RAG) systems.
Establish foundational knowledge of AI Safety

Training Outline

Module 1: Introduction to Vertex AI Security Principles

Google Cloud Security
Vertex AI components
Vertex AI Security concerns
Review Google Cloud Security fundamentals.
Establish a foundational understanding of Vertex AI.
Enumerate the security concerns related to Vertex AI features and components.
Lab: Vertex AI: Training and Serving a Custom Model

Module 2:Identity and Access Management (IAM) in Vertex AI

Overview of IAM in Google Cloud
Control access with Identity Access Management.
Simplify permission using organization hierarchies and policies.
Use service accounts for least privileged access.
Lab: Service Accounts and Roles: Fundamentals

Module 3: Data Security and Privacy

Data encryption
Protecting Sensitive Data
VPC Service Controls
Disaster recovery planning
Configure encryption at rest and in-transit.
Encrypt data using customer-managed encryption keys.
Protect sensitive data using the Data Loss Prevention service.
Prevent exfiltration of data using VPC Service Controls.
Architect systems with disaster recovery in mind.
Lab: Getting Started with Cloud KMS
Lab: Creating a De-identified Copy of Data in Cloud Storage

Module 4: Securing Vertex AI Endpoints and model deployment

Network security
Securing model endpoints
Deploy ML models using model endpoints.
Secure model endpoints.
Lab: Configuring Private Google Access and Cloud NAT

Module 5: Monitoring and logging in Vertex AI

Logging
Monitoring
Write to and analyze logs.
Set up monitoring and alerting.

Module 6: Security risks in generative AI applications

Overview of gen AI security risks
Overview of AI Safety
Prompt security
LLM safeguards
Identify security risks specific to LLMs and gen AI applications.
Understand methods for mitigating prompt hacking and injection attacks.
Explore the fundamentals of securing generative AI models and applications.
Introduce fundamentals of AI Safety.
Lab: Safeguarding with Vertex AI Gemini API
Lab: Gen AI & LLM Security for Developers

Module 7: Testing and evaluating generative AI model responses

Testing generative AI model responses.
Evaluating model responses.
Fine-Tuning LLMs.
Implement best practices for testing model responses.
Apply techniques for improving response security in gen AI applications.
Lab: Measure Gen AI Performance with the Generative AI Evaluation Service
Lab: Unit Testing Generative AI Applications

Module 8: Securing Retrieval-Augmented Generation (RAG) systems

Fundamentals of Retrieval-Augmented Generation
Security in RAG systems
Understand RAG architecture and security implications.
Implement best practices for grounding and securing data sources in RAG systems.
Lab: Multimodal Retrieval Augmented Generation (RAG) Using the Vertex AI Gemini API
Lab: Introduction to Function Calling with Gemini

Why Choose Us

Leading UK-based global training provider since 1995.

Experience Vertex AI and Generative AI Security in Denmark through Bilginç IT Academy's live and interactive virtual classroom environment. Join a Public course as an individual delegate or arrange a dedicated Private / In-house online training program exclusively for your organization.

Delivery Method: Online Instructor-Led
Participation Model: Public / Private (In-house)
Live and Interactive Training: Connect with your instructor in real time and actively participate through discussions, Q&A sessions, practical exercises, and group activities.
Flexible Participation: Join the training from your home, office, or any location with a suitable internet connection.
Expert Trainer Network: Learn from experienced trainers with strong industry backgrounds and practical field expertise.
Over 30 Years of Training Expertise: Benefit from Bilginç IT Academy's professional training experience since 1995.
Worldwide Access: Join our live virtual classrooms from Denmark or anywhere else in the world, or arrange a dedicated online training program for your organization.

Experience Vertex AI and Generative AI Security through face-to-face Classroom Based training in Denmark. Training can be delivered as a Public course open to individual delegates or as a dedicated Private / In-house class for your organization.

Delivery Method: Classroom Based
Participation Model: Public / Private (In-house)
Face-to-Face Learning: Interact directly with your instructor and fellow delegates in an engaging classroom environment.
Experienced Trainers: Learn from specialists with extensive industry experience and practical real-world knowledge.
Professional Training Environment: Attend training in comfortable, well-equipped classrooms designed to support effective learning.
Practical Learning: Depending on the course, reinforce your knowledge through hands-on exercises, scenarios, case studies, and instructor-led activities.

Arrange Vertex AI and Generative AI Security in Denmark as a dedicated Onsite training program for your organization. Bilginç IT Academy trainers can deliver the training at your office or another location of your choice, with the program planned around your team's requirements and business objectives.

Delivery Method: Onsite
Participation Model: Private (In-house)
Training at Your Preferred Location: Organize the training at your company's office or another location selected by your organization.
Tailored Course Content: Adapt the training program to your projects, team structure, existing skill levels, and specific business requirements.
Team-Focused Learning: Develop your team around a shared knowledge base while strengthening internal collaboration and knowledge transfer.
Flexible Scheduling: Plan the training dates, location, and program according to your organization's operational requirements.
Worldwide Onsite Delivery: Arrange the training in Denmark or at another preferred location worldwide. Bilginç IT Academy trainers can travel to your selected location to deliver the dedicated training program.

Vertex AI and Generative AI Security Training in Denmark

Who Should Attend?

Prerequisites

What You Will Learn

Training Outline

Why Choose Us

Vertex AI and Generative AI Security Training Course in Denmark Schedule

Vertex AI and Generative AI Security Training in Denmark

Who Should Attend?

Prerequisites

What You Will Learn

Training Outline

Why Choose Us

Online Instructor-Led Training

Classroom Based Training

Onsite Training

Vertex AI and Generative AI Security Training Course in Denmark Schedule