When does class start/end?
Class hours may vary, please reach out to contact@ascendientlearning.com if you have any questions.
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
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
- Practical Python experience
- Building Generative AI Applications course or equivalent experience
- or equivalent experience
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.
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 platform is very intuitive and easy to navigate. Great tool for learning
I didn't have any problem navigating Exitcertified website or lab material at all.
Although there seemed to be too many links for the course, everything worked smoothly.
Great company -- easy to sign up and very organized. Loved my teacher and class overall.
this class was informative, made me think about certifying for the suse manager cert.
