# QuantMLResearch/quant-handbook

> A quantitative investing handbook for A-shares: 8 modules and 31 lessons with Python scripts, covering PIT data, factors, ML, portfolio optimization and backtesting with T+1 and price limits.

- Magnitude: 2.0 out of 10 — Steady
- Stars: 127 total · +7 stars measured 2026-10-29, 14:30–16:59 UTC, ≈ 9 by evening
- Star trust: star growth looks organic
- Category: Finance & crypto · Language: Python · Created: 2026-10-27 · Last push: 2026-10-29
- GitHub: https://github.com/QuantMLResearch/quant-handbook · Homepage: https://www.quantml.cn/tutorial/ · Page: https://gitnova.dev/en/r/QuantMLResearch/quant-handbook

## Useful for

- Study PIT alignment of financial reports without lookahead bias
- Build a factor analysis pipeline with IC, quantile backtest and alpha decay
- Test A-share backtest rules: price limits, T+1, fees and dividends

## Why it’s here

- Star-counter measurements on 2026-10-29 (UTC), 14:30–16:59: 120 → 127 stars (+7). This is the change over that interval.
- Estimated end-of-day forecast: about +9 stars, using observed gains and the previous day.
- The repository is 2 days old and already has 127 stars. With less than two weeks of history, there's no usual pace to compare the spike against yet.
- Top new repositories this week: #184.
- About 55 forks a day — people are taking the code.

## 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: 30
- Issues and pull requests: 0
- Watchers: 1
- Average over the last week: 4 per day
- Usual pace: too little history (under two weeks)
- Stars in the last hour (measured): 0

## Stars per day, last 3 days (oldest → newest, today is partial)

2026-10-27 … 2026-10-29: 0, 2, 7

## Spotted in now

- Top new repositories this week: #184

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4. **HKUDS/Vibe-Trading** — 3.5 · Steady · Finance & crypto · Python · +98 stars measured 2026-10-29, 00:04–16:55 UTC, ≈ 136 by evening
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   Full card: https://gitnova.dev/en/r/HKUDS/Vibe-Trading.md
5. **bnbxcs/TMTN** — 3.5 · Early signal · Finance & crypto · JavaScript · +24 stars measured 2026-10-29, 00:04–16:55 UTC, ≈ 33 by evening
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   Full card: https://gitnova.dev/en/r/bnbxcs/TMTN.md

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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 2026-10-29 17:07 UTC, updated every 30 minutes.