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

Overview

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:

  • Drive innovation with advanced generative AI techniques
  • Bring GenAI applications to life with images and audio
  • Improve chatbot interactions by remembering user details
  • Integrate GenAI into existing systems with function Calling
  • Control complex AI workflows with directed graphs

Who Can Benefit

  • Software developers
  • Data scientists

Prerequisites

Course Details

Software

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

Parameter-Efficient Finetuning Techniques

  • Parameter-Efficient Finetuning vs. Traditional Finetuning
  • Prompt-based methods of Finetuning
  • Low-Rank Adaptation Techniques
  • IA3 and Other Techniques
  • Selecting a PEFT Technique
  • Evaluating PEFT Performance

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

Introduction to Agentic AI and Autonomous Systems

  • Defining Agentic AI and its Key Characteristics
  • Differentiating Agentic AI from Traditional AI and Robotic Process Automation
  • Understanding the benefits and challenges of Agentic AI
  • Real-world applications of Agentic AI
  • Potential Impact of Agentic AI on Key Sectors
  • Agentic AI for Solving Complex Problems

Agent Architectures and Frameworks

  • Overview of Architectures - Reactive, Deliberative, and Hybrid
  • Comparison of Architectures
  • Exploring Reactive Architectures
  • Exploring Deliberative Architectures
  • Blending Reactive and Deliberative Architectures
  • Agentic Frameworks - AutoGen, LangGraph, CrewAI, etc.
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Schedule

Upcoming Course Dates

There are currently no scheduled dates for this course. If you are interested in this course, contact us with the form below.

Contact Information

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

the course is good, covers many aspects, wish the lab is a little bit more in depth

Thank Tech Data for sponsoring this course you really take care of your partners.

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

Brandon was a great instructor. The virtual course materials and labs provided were very informative.

Sean is the very good instructor. I would like to take his class again in the future.