Rebuilding Intelligence from First Principles
Table of Contents
🌍 Why this course exists
AI is shaping the future of humanity.
But most people only learn tools, not understanding.
This course rebuilds AI knowledge:
- 🌱 from zero
- 🧠 from first principles
- ❤️ for society
🎯 Learning outcomes
By the end, learners will:
- Understand all major AI paradigms
- Choose the right model, data, and metric
- Read modern AI papers with confidence
- Explain AI clearly to both kids and professors
🧩 Course structure
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Lecture 01 — What Is AI, Really?
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Lecture 02 — Python: The Language of AI
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Lecture 03 — Math Behind Intelligence
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Lecture 04 — Data: The Fuel of AI
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Lecture 05 — Types of Machine Learning
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Lecture 06 — Data Types & Modalities
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Lecture 07 — AI Fields & Specializations
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Lecture 08 — Evaluation Metrics
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Lecture 09 — Deep Learning Foundations
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Lecture 10 — Modern AI & 2026 Trends