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Developing Advanced LLM Applications

This advanced Generative AI training is designed for developers who want to explore enterprise-grade Large Language Model (LLM) architectures and design patterns. This course covers chatbot...

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Duration 4 days
Course Code WA3510
Available Formats Classroom

Overview

This advanced Generative AI training is designed for developers who want to explore enterprise-grade Large Language Model (LLM) architectures and design patterns. This course covers chatbot architectures, Agentic RAG, LLM-powered agents, and model serving and deployment techniques. Participants learn how to design and implement advanced LLM-based applications using cutting-edge technologies and frameworks.

Skills Gained

  • Design and implement advanced chatbot architectures using LLMs and enterprise system integration
  • Implement advanced Agentic RAG architectures and techniques for complex reasoning and knowledge retrieval
  • Design and implement LLM-powered agents and multi-agent workflows for autonomous decision-making and task completion
  • Apply advanced model serving and deployment techniques, including CI/CD pipelines and monitoring

Prerequisites

  • Practical programming skills in Python and familiarity with LLM concepts and frameworks (3+ Months LLM, 6+ Months Python and Machine Learning)
  • LLM Access via API, Open Source Libraries (HuggingFace)
  • LLM Application development experience (RAG, Chatbots, etc)
  • Familiarity with deep learning concepts and frameworks (e.g., TensorFlow, PyTorch)
  • Experience with software development practices, system design, and enterprise application architecture recommended
  • CI/CD Pipelines and monitoring for traditional ML models (MLOps) recommended

Course Details

Outline

Deep Dive into Enterprise-Grade Chatbot Architectures

  • Designing and implementing advanced chatbot architectures using LLMs
  • Leveraging multi-turn conversation management and context tracking techniques
  • Implementing personalized and adaptive chatbot interactions based on user profiles
  • Integrating chatbots with enterprise systems and workflows
  • Strategies for integrating chatbots with CRM, ERP, and other enterprise applications
  • Implementing secure authentication and authorization mechanisms for chatbot interactions
  • Building an enterprise-grade chatbot using advanced LLM architectures
  • Designing and implementing a multi-turn, context-aware chatbot architecture
  • Integrating the chatbot with enterprise systems and implementing security measures

Advanced Agentic RAG Architectures and Techniques

  • Exploring advanced Agentic RAG architectures and design patterns
  • Implementing multi-hop reasoning and iterative query refinement techniques in RAG
  • Leveraging graph-based knowledge representations and reasoning in Agentic RAG
  • Optimizing Agentic RAG performance and scalability
  • Implementing distributed retrieval and generation techniques for large-scale Agentic RAG
  • Leveraging caching, pruning, and other optimization techniques for efficient Agentic RAG inference
  • Implementing an advanced Agentic RAG architecture for a specific use case
  • Designing and implementing a multi-hop Agentic RAG architecture with graph-based reasoning
  • Optimizing the Agentic RAG implementation for performance and scalability

Designing and Implementing LLM-Powered Agents and Workflows

  • Designing LLM-powered agents for autonomous decision-making and task completion
  • Implementing goal-oriented and adaptive agent architectures using LLMs
  • Leveraging reinforcement learning and planning techniques for agent decision-making
  • Orchestrating multi-agent workflows and interactions in enterprise environments
  • Designing and implementing multi-agent communication and coordination protocols
  • Implementing fault-tolerant and scalable multi-agent workflows using serverless architectures
  • Building an LLM-powered agent-based workflow for a specific enterprise use case
  • Designing and implementing a goal-oriented, adaptive agent architecture using LLMs
  • Orchestrating a multi-agent workflow using serverless technologies and coordination protocols

Advanced Model Serving and Deployment Techniques

  • Exploring advanced model serving architectures and design patterns
  • Implementing model versioning, A/B testing
  • Leveraging serverless and edge computing for low-latency and cost-efficient model serving
  • Implementing CI/CD pipelines for automated model deployment and monitoring
  • Designing and implementing end-to-end CI/CD pipelines for LLM-based applications
  • Integrating model performance monitoring and drift detection into CI/CD workflows
  • Implementing an advanced model serving architecture with CI/CD for an LLM-based application
  • Designing and implementing a serverless model serving architecture with versioning and A/B testing
  • Setting up a CI/CD pipeline for automated model deployment and monitoring

Conclusion

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.

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

Class was easy to sign up for and ExitCertified provided very good communication

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

Instructor knew her stuff. Long time in the industry. Course was easy to follow and very informative.

I like their training. A lot of material covered. The labs are very good. l learned a lot.

The instructor really took his time and made sure I was able to understand the concepts.