Overview
Syllabus
0:00:00 AI Engineering Roadmap Introduction
0:03:59 What is AI Engineering
0:05:47 AI Engineering Applications
0:08:31 Must-Have Skills for an AI Engineer
0:09:05 Mathematical Foundations
0:17:38 Statistics Essentials
0:23:37 Data Science Skills
0:28:05 Traditional Machine Learning
0:32:36 Deep Learning Foundations
0:38:36 Practical Implementation in Python
0:40:54 Generative AI Fundamentals
0:46:39 Large Language Models LLMs
0:51:07 Fine-tuning Large Language Models
0:52:05 Reinforcement Learning with Human Feedback RLHF
0:53:05 Retrieval-Augmented Generation RAG
0:53:28 Evaluating & Optimizing LLMs
0:54:14 AI Engineering Ethics & Safety
0:56:44 Additional Resources & Career Paths
0:57:34 Outro & Final Remarks
Taught by
freeCodeCamp.org