Course Description
Short Course | 18 hours | 1.8 CEUs | $2,295
In this course develop foundational knowledge of artificial intelligence and LLM through a combination of theory and practice. Learn about tools and techniques including LangChain, LlamaIndex, Hugging face and off-the-shelf open source LLMs.
Topics Include:
Understanding AI/ML
Foundations in ML, Deep Learning, NLP
How Generative AI works
Understanding LLMs and LLM use
Tools and techniques used when building LLMs
LLM implementation and optimization
AI390 is the first course in the AI for Cybersecurity Professionals Certificate. To complete the certificate students will also enroll in SEC390. Click on each course link for more details and to add to cart.
Course Outline
- Machine Learning and AI
- Basics of Machine Learning, Deep Learning, and NLP
- Small Language Models
- Foundations of understanding LLM
- LLMs versus Foundation Model
- Basics of Prompt Design
- Vector Databases and Embedding Model
- Tools and techniques for building LLM
- Deployment and Monitoring for LLM
Prerequisites
Students should possess Python programming language essentials, as well as being comfortable with the command line.
Duration
18 Hours | 3 Days or 6 Nights*Academic Unit eligibility to be determined by college/university in which you are enrolled in a degree seeking program.