Watch AI Engineer Roadmap – How to Learn AI in 2025 Video Tutorial


Tutorial Details & Info

Tutorial Title: AI Engineer Roadmap – How to Learn AI in 2025
Instructor / Channel: freeCodeCamp.org
Lesson Runtime: 55:22 Minutes
Publish Date: February 06, 2025
Total Students / Views: 418,719 views

Follow step-by-step with AI Engineer Roadmap – How to Learn AI in 2025 instructor freeCodeCamp.org. This full video course has a total duration of 55:22 minutes with detailed practical demonstrations. Follow along to build your skills on any desktop PC, Mac, tablet, or smartphone.

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Course Description & Lesson Notes

Official Video Description:

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. Course developed by Tatev Aslanyan from @LunarTech_ai Apply to AI Engineering Bootcamp Here: https://www.lunartech.ai/bootcamp/ai-engineering-bootcamp ❤️ Try interactive AI courses we love, right in your browser: https://scrimba.com/freeCodeCamp-AI (Made possible by a grant from our friends at Scrimba) ⭐️ Contents ⭐️ (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 🎉 Thanks to our Champion and Sponsor supporters: 👾 Drake Milly 👾 Ulises Moralez 👾 Goddard Tan 👾 David MG 👾 Matthew Springman 👾 Claudio 👾 Oscar R. 👾 jedi-or-sith 👾 Nattira Maneerat 👾 Justin Hual -- Learn to code for free and get a developer job: https://www.freecodecamp.org Read hundreds of articles on programming: https://freecodecamp.org/news

🌐 Web & Search Guide Notes (DuckDuckGo, Yahoo & Bing):

Explore how to master AI Engineer Roadmap – How To Learn AI In 2025 with this step-by-step video tutorial guide. In this video, you will discover practical tips for AI Engineer Roadmap – How To Learn AI In 2025.

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🎓 Lesson Overview & Learning Outcomes:

Welcome to the step-by-step video guide for AI Engineer Roadmap – How to Learn AI in 2025 taught by freeCodeCamp.org. This tutorial provides a comprehensive walkthrough designed to take you from foundational principles to practical implementation.

💡 Key Topics Covered in This Course:

  • Core Fundamentals & Setup: Understanding the workspace, essential tools, and initial setup for AI Engineer Roadmap – How to Learn AI in 2025.
  • Step-by-Step Practical Demonstration: Hands-on implementation guided by freeCodeCamp.org with real-world examples.
  • Best Practices & Key Shortcuts: Time-saving workflows, keyboard shortcuts, and industry-standard recommendations.
  • Troubleshooting & Common Pitfalls: How to avoid common beginner errors and optimize your workflow for peak efficiency.

📋 Recommended Prerequisites & Study Notes:

No prior advanced experience is required. Follow along with the video player above on any desktop computer, tablet, or mobile device. Pause and rewind at key steps to practice along with the instructor.

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