# Akun-python/autumn-recruitment > Study repository for autumn recruitment prep for algorithm and AI roles: 114 Chinese Jupyter notebooks with formula derivations, from-scratch implementations and sklearn/torch numerical checks, plus interview question lists and templates. - Magnitude: 3.4 out of 10 — Early signal - Stars: 75 total · +13 stars today, ≈ 17 by evening - Star trust: star growth looks organic - Category: Learning & lists · Language: Jupyter Notebook · License: MIT · Created: 2026-09-29 · Last push: 2026-09-29 - GitHub: https://github.com/Akun-python/autumn-recruitment · Page: https://gitnova.dev/en/r/Akun-python/autumn-recruitment ## Useful for - Study a from-scratch SVM or GBDT implementation with step-by-step derivations - Prepare for Transformer and RLHF interviews via the 24 notebooks in the LLM module - Review algorithm templates from the 11 files for whiteboard coding ## Why it’s here - 13 stars so far today, about 17 expected by the end of the day. - The spike has held for 3 days in a row — not a one-off blip. - The repository is 2 days old and already has 75 stars. With less than two weeks of history, there's no usual pace to compare the spike against yet. - About 7 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: 11 - Issues and pull requests: 0 - Watchers: 0 - Average over the last week: 26 per day - Usual pace: too little history (under two weeks) - Stars in the last hour (measured): 0 ## Stars per day, last 5 days (oldest → newest, today is partial) 2026-09-27 … 2026-10-01: 0, 0, 30, 32, 13 ## More in this category 1. **cdyforever/how-to-live-better** — 4.8 · Peaking · Learning & lists · HTML · +155 stars today, ≈ 209 by evening A single-file HTML reading page for the open book "High Cost-Performance Life Guide" — 528 tips across 32 sections, searchable, offline-capable, zero dependencies. Full card: https://gitnova.dev/en/r/cdyforever/how-to-live-better.md 2. **cs341-illinois/coursebook** — 4.7 · Peaking · Learning & lists · TeX · +31 stars today, ≈ 41 by evening An open-source introductory systems programming textbook in C for the CS 341 course at the University of Illinois, covering Linux, POSIX, and memory. Built from LaTeX into PDF, Markdown, and HTML. Full card: https://gitnova.dev/en/r/cs341-illinois/coursebook.md 3. **byoungd/up** — 4.5 · Breakout · Learning & lists · JavaScript · +118 stars today, ≈ 161 by evening An open book-guide on lifelong learning in the AI era: English, working with AI, real projects, recovering from setbacks. For ordinary people seeking direction. Full card: https://gitnova.dev/en/r/byoungd/up.md 4. **public-apis/public-apis** — 4.3 · Steady · Learning & lists · Python · +285 stars today, ≈ 355 by evening A community-curated list of free public APIs across dozens of categories, from animals and anime to finance, geocoding and weather. Aimed at developers looking for a ready-made API for a prototype or product. Full card: https://gitnova.dev/en/r/public-apis/public-apis.md 5. **rohitg00/ai-engineering-from-scratch** — 4.3 · Steady · Learning & lists · Python · +166 stars today, ≈ 216 by evening Open-source AI engineering curriculum: 523 lessons across 20 phases (~342 hours) in Python, TypeScript, Rust and Julia, where every lesson ships a reusable artifact such as a prompt, skill, agent or MCP server. Full card: https://gitnova.dev/en/r/rohitg00/ai-engineering-from-scratch.md --- 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 2026-10-01 19:27 UTC, updated every 30 minutes.