AI Engineering in 76 Minutes: Complete Course Overview
A comprehensive speedrun through AI Engineering concepts. Purchase the AI Engineering book here to deepen your understanding: https://amzn.to/42kjXb2. All images are sourced from the AI Engineering book unless otherwise noted.

Marina Wyss - AI & Machine Learning
278.3K views β’ Apr 1, 2025

About this video
Buy the AI Engineering book here to continue your learning! https://amzn.to/42kjXb2
All images are from the book AI Engineering unless otherwise credited.
β° 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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π Transcript of this video: https://medium.com/data-science-collective/ai-engineering-1-3-foundation-models-evaluation-and-model-selection-889afd06b0ba
π¬ Sign up for my newsletter for access to a FREE 80+ page e-book on how to get your first data science job (learning resources, project ideas, LinkedIn checklist, and more!): https://www.gratitudedriven.com/subscribe
π¬ Want to talk 1:1? Book time to chat with me here: https://topmate.io/marina_wyss
β If you'd like to support my work, you can buy me a coffee (thank you!): https://ko-fi.com/marinawyss
And hereβs that StatQuest transformers video I promised: https://www.youtube.com/watch?v=zxQyTK8quyY
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π₯ Other videos you might like:
Doubting if You Can Become a Machine Learning Engineer or Data Scientist? The Honest Truth.
https://www.youtube.com/watch?v=kqkBO1cjBSw
I Analyzed 1,238 Machine Learning Job Postings to Find Out What Skills You REALLY Need to Get Hired
https://www.youtube.com/watch?v=0q_JKNDbEug&t=8s
Beginner to (Employed) Data Scientist in 2025: Complete Roadmap - Skills, Projects, CV, Interviews
https://www.youtube.com/watch?v=uakGF0DP-mk&t=16s
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𦫠About me
I am an Applied Scientist (basically, a blend of Data Scientist/Machine Learning Engineer) at Twitch/Amazon. Outside of my full-time job I'm a technical mentor at a machine learning bootcamp, and a 1:1 career coach for people looking to break into the field, with a focus on those from non-traditional backgrounds.
Iβm also a Certified Personal Trainer, always busy with too many interests, and really, deeply happy with my life. I hope to be able to help others achieve these things, too.
Instagram: / gratitudedriven
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βοΈ Contact
Leave me a comment here on YouTube!
Business email: business@gratitudedriven.com
----------------------------------------
βοΈ 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
All images are from the book AI Engineering unless otherwise credited.
β° 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
----------------------------------------
π Transcript of this video: https://medium.com/data-science-collective/ai-engineering-1-3-foundation-models-evaluation-and-model-selection-889afd06b0ba
π¬ Sign up for my newsletter for access to a FREE 80+ page e-book on how to get your first data science job (learning resources, project ideas, LinkedIn checklist, and more!): https://www.gratitudedriven.com/subscribe
π¬ Want to talk 1:1? Book time to chat with me here: https://topmate.io/marina_wyss
β If you'd like to support my work, you can buy me a coffee (thank you!): https://ko-fi.com/marinawyss
And hereβs that StatQuest transformers video I promised: https://www.youtube.com/watch?v=zxQyTK8quyY
----------------------------------------
π₯ Other videos you might like:
Doubting if You Can Become a Machine Learning Engineer or Data Scientist? The Honest Truth.
https://www.youtube.com/watch?v=kqkBO1cjBSw
I Analyzed 1,238 Machine Learning Job Postings to Find Out What Skills You REALLY Need to Get Hired
https://www.youtube.com/watch?v=0q_JKNDbEug&t=8s
Beginner to (Employed) Data Scientist in 2025: Complete Roadmap - Skills, Projects, CV, Interviews
https://www.youtube.com/watch?v=uakGF0DP-mk&t=16s
----------------------------------------
𦫠About me
I am an Applied Scientist (basically, a blend of Data Scientist/Machine Learning Engineer) at Twitch/Amazon. Outside of my full-time job I'm a technical mentor at a machine learning bootcamp, and a 1:1 career coach for people looking to break into the field, with a focus on those from non-traditional backgrounds.
Iβm also a Certified Personal Trainer, always busy with too many interests, and really, deeply happy with my life. I hope to be able to help others achieve these things, too.
Instagram: / gratitudedriven
----------------------------------------
βοΈ Contact
Leave me a comment here on YouTube!
Business email: business@gratitudedriven.com
----------------------------------------
βοΈ 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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Video Information
Views
278.3K
Likes
9.7K
Duration
01:16:03
Published
Apr 1, 2025
User Reviews
4.7
(55)