# youngyangyang04/llm-master

> A learning repository offering a full-stack LLM roadmap for programmers: from API calls and Prompt Engineering to RAG, Agents, MCP, fine-tuning, deployment and interview prep. Includes 150+ tutorials and real interview breakdowns.

- Magnitude: 1.4 out of 10 — Steady
- Stars: 1,304 total · +2 stars measured 2026-10-16, 00:12–06:44 UTC, ≈ 9 by evening
- Star trust: star growth looks organic
- Category: Learning & lists · License: MIT · Created: 2026-09-12 · Last push: 2026-10-05
- GitHub: https://github.com/youngyangyang04/llm-master · Homepage: https://notes.kamacoder.com/llm/ · Page: https://gitnova.dev/en/r/youngyangyang04/llm-master

## Useful for

- Follow a structured LLM roadmap from fundamentals to production practices
- Prepare for interviews on RAG, Agents, Transformer and fine-tuning using curated questions
- Build a portfolio of four projects: AI assistant, knowledge base, Agent and production service

## Why it’s here

- Star-counter measurements on 2026-10-16 (UTC), 00:12–06:44: 1302 → 1304 stars (+2). This is the change over that interval.
- Estimated end-of-day forecast: about +9 stars, using observed gains and the previous day.
- Interest is fading: the two-day pace is 52% of the previous week and a half.
- The repository is 34 days old and already has 1,304 stars.

## Star trust

Star growth looks organic.

Star-trust labels are heuristics based on the repository’s behavior, not a check of every stargazer.

## Numbers

- Forks: 127
- Issues and pull requests: 4
- Watchers: 5
- Average over the last week: 17 per day
- Usual pace: 24 per day

## Stars per day, last 30 days (oldest → newest, today is partial)

2026-10-04 … 2026-11-02: 5, 9, 9, 47, 35, 19, 31, 23, 19, 9, 18, 11, 0, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None

## Magnitude by day, last 14 days

10-03 1.2, 10-04 0.9, 10-05 1.2, 10-06 1.3, 10-07 1.8, 10-08 2.9, 10-09 2.6, 10-10 2.2, 10-11 2.2, 10-12 2.2, 10-13 1.8, 10-14 1.6, 10-15 1.9, 10-16 1.4

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Magnitude (0–10) measures how fast and how unusually interest in a repository is growing right now. It is not a quality score.
Days are UTC. “So far today” is a fact; “expected by the end of the day” is a forecast.
Summaries and use cases are written by an LLM (DeepSeek V4.1 Flash) from the README and may be inaccurate: verify specific claims (benchmarks, speed, hardware) in the repository itself.
Data as of 2026-10-16 06:48 UTC, updated every 30 minutes.