AI
Developing GenAI Applications
Developing GenAI Applications is a comprehensive course covering the approaches to Generative modeling, the ecosystem of tools for developing Generative models and in depth exploration of language models. The course uses the latest in AI technology to develop applications with LLMs. This course covers essential topics, such as LLM solution architectures, choosing the right LLM, and tools for developing LLM solutions. Gain hands-on experience building, fine-tuning and deploying LLMs at any scale. This course will guide you through the ever-shifting landscape of LLMs and help you harness the latest AI technology in your organization.
Duration
3 days
Prerequisites
Participants should have basic skills in Python and basic experience with machine learning.
Upon completing Developing Applications with GenAI, participants will be able to:
- Understand the capabilities of Generative AI and the problems GenAI can solve
- Navigate the GenAI tool and model ecosystem
- Acquire hands-on experience building and evaluating LLM solutions
- Gain an in-depth understanding of the ecosystem of LLM tools
- Develop practical knowledge of specific LLM applications such as Retrieval Augmented Generation
(RAG) - Learn how to effectively tune LLMs for greater performance
- Build the skills and understanding to develop LLM solutions
Day 1: Understanding Generative AI
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- Generative AI Overview
- Applications of Generative AI
- Generative AI Ecosystem
- Approaches to Generative AI
Day 2: Foundations for LLM Solutions
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- Language Models and Application Domains
- Solution Architectures
- LLM Development Tools
- Serving Language Models
Day 3: Applications
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- Retrieval-Augmented Generation
- LLMs for Classical NLP Tasks
- Fine-Tuning Models
- LLM Deployments at Scale
Is there a discount available for current students?
UMBC students and alumni, as well as students who have previously taken a public training course with UMBC Training Centers are eligible for a 10% discount, capped at $250. Please provide a copy of your UMBC student ID or an unofficial transcript or the name of the UMBC Training Centers course you have completed. Asynchronous courses are excluded from this offer.
What is the cancellation and refund policy?
Student will receive a refund of paid registration fees only if UMBC Training Centers receives a notice of cancellation at least 10 business days prior to the class start date for classes or the exam date for exams.