How to Learn AI in 2025 |AI Engineer Roadmap (START Here!)- FULL AI Training Course

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Ready to future-proof your tech career? This comprehensive AI Engineering roadmap will walk you through the essential skills and techniques every aspiring AI Engineer should master by 2025. From fundamental mathematics and key machine learning algorithms to deep learning, AI Engineering best practices, and large language models—you’ll get hands-on AI Engineering experience and invaluable career insights that will set you on the fast track to success in this rapidly evolving field. Whether you’re just starting out or already have some experience, this in-depth course offers a clear path to accelerate your AI Engineering journey.

Timestamps
00:00:00 - AI Engineering Roadmap Introduction
00:03:25 - What is AI Engineering
00:05:13 - AI Engineering Applications
00:07:57 - Must-Have Skills for an AI Engineer
00:08:31 - Mathematical Foundations
00:17:04 – Statistics Essentials
00:23:03 – Data Science Skills
00:27:31 – Traditional Machine Learning
00:32:02 – Deep Learning Foundations
00:38:02 – Practical Implementation in Python
00:40:20 – Generative AI Fundamentals
00:46:05 – Large Language Models (LLMs)
00:50:33 - Fine-tuning Large Language Models
00:51:31 – Reinforcement Learning with Human Feedback (RLHF)
00:52:31 – Retrieval-Augmented Generation (RAG)
00:52:54 – Evaluating & Optimizing LLMs
00:53:40 – AI Engineering Ethics & Safety
00:56:10 – Additional Resources & Career Paths
00:57:00 – Outro & Final Remarks

Meet Your Instructor: Tatev Aslanyan

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