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This is a condensed walkthrough of AI engineering, covering a sequence of topics in about 76 minutes. It runs from what the discipline is, through foundation models and evaluation, to prompt engineering, retrieval and agents, fine-tuning, and finally inference optimization and system architecture.
Developers and analysts who want a quick map of the discipline before deciding where to study deeper will find it efficient. At this length each topic is sketched rather than taught in full, so treat it as a starting point.
Buy the AI Engineering book here to continue your learning! https://amzn.to/42kjXb2
Apply to join my AI engineering project building cohort! https://www.marinawyss.com/build-cohort?utm_source=youtube&utm_medium=Youtube&utm_campaign=ai%20eng%2076%20minutes
Build a fully-custom portfolio project to learn + demonstrate your skills.
All images are from the book AI Engineering unless otherwise credited.
⏰ Timestamps
00:00 What is AI Engineering?
01:49 Understanding Foundation Models
08:40 Evaluating AI Models
14:50 Model Selection
23:15 Prompt Engineering
30:20 RAG and Context Construction
36:56 Agents and Memory Systems
43:02 Finetuning
52:40 Dataset Engineering
59:45 Inference Optimization
01:09:01 Architecture and User Feedback
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🤖 Want to become an AI Engineer? Download my AI Engineering Skills Checklist here: https://newsletter.marinawyss.com/ai-engineering-checklist?utm_source=youtube&utm_medium=Youtube&utm_campaign=ai%20eng%2076%20minutes
🚀 Want to level up your AI/ML career? Join the AI/ML Career Launchpad community! https://launchpad.marinawyss.com/aiml-launchpad?utm_source=youtube&utm_medium=Youtube&utm_campaign=ai%20eng%2076%20minutes
💬 Interested in working with me 1:1? Learn more about my strategic advisory sessions: https://www.marinawyss.com/coaching?utm_source=youtube&utm_medium=Youtube&utm_campaign=ai%20eng%2076%20minutes
🩷 Join the channel membership community for priority comment replies and early access to videos! https://www.youtube.com/@MarinaWyssAI/join
👨🏻💻 Looking for freelance AI jobs? Check out LocalAISource: https://localaisource.com/r/MARINA
📣 Invite me to speak: https://forms.gle/ZaJc83tiEQLAh9fC7
And here’s that StatQuest transformers video I promised: https://www.youtube.com/watch?v=zxQyTK8quyY
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🎥 Other videos you might like:
AI Engineering Roadmap: Projects that Get You Hired
https://www.youtube.com/watch?v=mGClIHRird8&t=42s
Context Engineering in 29 Minutes: Complete Course
https://www.youtube.com/watch?v=-h9VVJIqtvA&t=833s
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✉️ Contact
Business email: business@gratitudedriven.com
Instagram: https://www.instagram.com/marina.wyss/
LinkedIn: https://www.linkedin.com/in/marina-wyss/
Twitter/X: https://x.com/iammarinawyss
TikTok: https://www.tiktok.com/@marina_wyss
Leave me a comment here on YouTube!
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❤️ My favorite things
Learn Python and AI engineering with JavaScript (perfect for software engineers): https://scrimba.com/?via=MarinaWyss
Learn AI system design: https://www.educative.io/courses/generative-ai-system-design?aff=VOR0
Learn ML and AI fundamentals hands-on: https://datacamp.pxf.io/oN9NME
My favorite technical books: https://www.amazon.com/shop/marinawyss-gratitudedriven/list/114EEM9BPBSWS
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⚖️ Disclaimer
The views and opinions expressed in this video are my own and do not reflect the official policy or position of Twitch/Amazon or any other company I have worked for. All advice and insights shared here are based on my personal experiences and should be considered as such.
Also, there may be affiliate links in this description. This means if you make a purchase I'll earn a small commission at no cost to you! Thank you for your support.
#aiengineering #ai #machinelearning
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