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0:09:05 Mathematical Foundations
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Classroom Contents
AI Engineering Roadmap - Essential Skills and Career Guide for 2025
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- 1 0:00:00 AI Engineering Roadmap Introduction
- 2 0:03:59 What is AI Engineering
- 3 0:05:47 AI Engineering Applications
- 4 0:08:31 Must-Have Skills for an AI Engineer
- 5 0:09:05 Mathematical Foundations
- 6 0:17:38 Statistics Essentials
- 7 0:23:37 Data Science Skills
- 8 0:28:05 Traditional Machine Learning
- 9 0:32:36 Deep Learning Foundations
- 10 0:38:36 Practical Implementation in Python
- 11 0:40:54 Generative AI Fundamentals
- 12 0:46:39 Large Language Models LLMs
- 13 0:51:07 Fine-tuning Large Language Models
- 14 0:52:05 Reinforcement Learning with Human Feedback RLHF
- 15 0:53:05 Retrieval-Augmented Generation RAG
- 16 0:53:28 Evaluating & Optimizing LLMs
- 17 0:54:14 AI Engineering Ethics & Safety
- 18 0:56:44 Additional Resources & Career Paths
- 19 0:57:34 Outro & Final Remarks
