Generative AI Fundamentals

Pragmatic AI Labs via edX

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Overview

Become proficient in Generative AI with this program that covers all the fundamentals. This program will allow you to get practical skills with major cloud providers like Azure and AWS as well as foundational knowledge on the core concepts you must know. Developed by industry experts, this program provides you with practical experience using various cloud services and tools, such as AWS Code Whisperer, Sage Maker, and Lightsail, as well as Azure Open AI Service. You'll explore the characteristics and...

Syllabus

Courses under this program:

Course 1: Agile with AIRevolutionize your software development with generative AI. Learn to harness AI pair programming, prompt engineering, and DevOps best practices for unparalleled productivity and innovation.

Course 2: Beginning LlamafileLearn to serve powerful language models as practical, scalable web APIs using the llama.cpp server. Keep your data private and avoid cloud latency and fees.

Course 3: End to End LLM with AzureMaster Azure tools for building and deploying robust Large Language Model applications. Learn architectural patterns, automation, and end-to-end solutions for leveraging LLMs in your projects.

Course 4: Small Language ModelsDiscover the power of Small Language Models (SLMs). Learn to develop efficient, privacy-preserving NLP solutions for chatbots, text classification, summarization, and more.

Course 5: Using GenAI to Automate Software Development TasksHarness generative AI to automate software development tasks. Boost productivity with AI pair programming, prompt engineering, and MLOps best practices for Rust and Python.

Course 6: Introduction to LLM VulnerabilitiesDiscover the critical importance of security in large language models (LLMs). Gain essential skills in identifying and mitigating risks, including model theft, prompt injection, and sensitive information disclosure. Ensure the integrity and safety of your LLM applications through proactive strategies and best practices.