AI Engineering Roadmap - Essential Skills and Career Guide for 2025

AI Engineering Roadmap - Essential Skills and Career Guide for 2025

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0:54:14 AI Engineering Ethics & Safety

17 of 19

17 of 19

0:54:14 AI Engineering Ethics & Safety

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AI Engineering Roadmap - Essential Skills and Career Guide for 2025

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

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