๐Ÿงญ Roadmap โ€บ 04 ยท Build Language Models โ€บ Language Modeling โ€บ Probability Distribution
โ† Language Modeling

Probability Distribution

๐Ÿ”ด Core
Area04 ยท Build Language Models
TopicLanguage Modeling
Topic priority๐Ÿ”ด MUST
Subtopic3 of 6
Study this using 7 phases
๐Ÿง  01 Understand

What is Probability Distribution? Why does it exist? Where does it appear in Language Modeling?

๐Ÿ‘๏ธ 02 Visualize

Draw or describe a visual model of Probability Distribution. What does it look like conceptually?

โœ๏ธ 03 Calculate

Work through a concrete manual example of Probability Distribution with real numbers or pseudocode.

๐Ÿ’ป 04 Code

Implement Probability Distribution from scratch in Python. Keep it minimal โ€” just enough to see it work.

๐Ÿ”ฌ 05 Experiment

Try Probability Distribution on a real example. Vary the inputs and observe what changes.

๐Ÿ—ฃ๏ธ 07 Explain

Explain Probability Distribution in plain language using an analogy. Could a non-expert follow it?

๐Ÿ”จ 08 Build

Build a small project or demo that uses Probability Distribution as a core component.

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