All the Machine Learning that AI Engineers Need to Know in 17 Minutes

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Timestamps ⏰
00:00 Intro
00:18 AI vs ML vs deep learning vs LLMs
01:46 How a model actually learns
04:54 Where the right answers come from
06:43 Memorizing instead of learning (overfitting)
09:01 Why accuracy can lie to you
11:43 Neural networks, embeddings and transformers
14:03 Inference
14:39 How autocomplete becomes an assistant (RLHF)

Gradient descent visual breakdown: https://www.youtube.com/watch?v=IHZwWFHWa-w
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🎥 Other videos you might like:

How I'd Learn Machine Learning in 2026 (If I Was Starting Over): https://youtu.be/UZ_rK9gzVSc
AI Engineering For Beginners in 14 Minutes - Every Major Concept Clearly Explained!: https://youtu.be/nUqgjQs5pJk
How I'd Become an AI Engineer in 2026 (Even with No CS Degree): https://youtu.be/8c8Rrhd2oxo

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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.

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#MachineLearning #AIEngineering