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Developing Advanced Generative AI Applications

This Advanced Generative AI training course covers cutting-edge topics such as multi-modal design, agent-based systems, and complex architectures. Participants gain hands-on experience in creating...

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$3,000 USD
Duration 3 days
Course Code GAI-2102
Available Formats Classroom, Virtual

Overview

Course Description

This Advanced Generative AI training course covers cutting-edge topics such as multi-modal design, agent-based systems, and complex architectures. Participants gain hands-on experience in creating chatbots, multi-modal generation, and advanced output techniques, enabling them to build state-of-the-art AI applications that drive innovation and solve complex business challenges.

Skills Gained

By the end of this course, participants will be able to:

  • Design parameter efficient fine tuning (PEFT) strategies
  • Architect production ready chatbot systems
  • Implement multimodal prompting workflows
  • Apply advanced generation techniques
  • Build LLM applications that use function and tool calling
  • Evaluate and debug complex prompt chains, routing logic, and directed graphs
  • Analyze advanced generative AI use cases and assess ROI, risk, and governance readiness

Who Can Benefit

  • Software developers
  • Data scientists

Prerequisites

Software

  • All attendees must have a modern web browser and an Internet connection.
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Course Details

Course Details

Parameter-Efficient Fine-Tuning (PEFT) for Enterprise LLMs

  • Why Full Fine-Tuning Fails
  • PEFT Techniques and Use Cases
  • Implementation Patterns and Decision Guidelines
  • Latency and Governance Implications
  • Prompt Tuning and LoRA Techniques
  • Comparison and Operational Benefits

Chatbots with Memory and Persistence

  • Memory and Persistence in Chatbots
  • Persisting Messages within a Conversation
  • Handling Long Conversations
  • Memory Across Multiple Interactions
  • Fact Extraction and Verification
  • Memory and Privacy

Multi-modal Prompting and Interaction

  • How Non-Textual Inputs are Processed
  • Prompting to Generate Images
  • Prompting with Images and Text
  • Understanding Stable Diffusion
  • Reducing Costs of Multi-modal Generation
  • Use Cases for Multi-modal Prompting

Streaming, Ensembling, and Advanced Output Techniques

  • Streaming LLM Outputs
  • Streaming Pipeline Progression
  • Self-Consistency
  • Post-Processing of Generated Content
  • Mixture Methods
  • Self-Refinement

Function and Tool Calling

  • How does Function Calling Work?
  • Binding Functions to LLMs
  • Handling LLM Responses
  • Error Handling and Retries
  • Security of LLM Function Calls
  • LangChain ToolKits

Advanced Generative AI Use Cases

  • High-Efficiency Embedded Agents
  • Agent-based Modeling and Simulation
  • Automated Code Generation and Execution
  • Cybersecurity Applications
  • Risk Management Use Cases
  • EU AI Act Categories of Risk

Prompt Chaining, Routing, and Directed Graphs

  • Prompt Chaining with Predetermined Paths
  • Passing Context between Prompts
  • Prompt Chaining with Generated Paths
  • Extending Prompt Chains with Directed Graphs
  • Conditional Routing and Cyclic Graphs
  • Debugging Complex Prompt Chains

Schedule

2 options available

  • Jul 20, 2026 - Jul 22, 2026 (3 days)
    Live Virtual | 10:00AM 6:00PM EDT
    Language English
    Select from 1 option(s) below
    Live Virtual | 10:00AM 6:00PM EDT
    Live Virtual | 10:00AM 6:00PM EDT
    Enroll
    Enroll Add to quote
  • Oct 12, 2026 - Oct 14, 2026 (3 days)
    Live Virtual | 10:00AM 6:00PM EDT
    Language English
    Select from 1 option(s) below
    Live Virtual | 10:00AM 6:00PM EDT
    Live Virtual | 10:00AM 6:00PM EDT
    Enroll
    Enroll Add to quote

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.

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

Good training materials and lecture. And hands on lab and the instructor guiding was good.

Very interactive and in-depth course that really got me ready for the industry

Very good couse and again we would like to see more videos on removing FRUs

Great and very intuitive. Better than the traditional hit the wrong button/lose points.

Both course material and instructor demonstrated a sound foundation on Maximo material