{"id":16504874,"url":"https://github.com/suredream/hack-your-ds-interview","last_synced_at":"2025-04-13T00:56:47.506Z","repository":{"id":46044942,"uuid":"420201718","full_name":"suredream/hack-your-ds-interview","owner":"suredream","description":"通过社群学习的方式来 review 有代表性的 notebook 和 ML 项目，实战 DS interview","archived":false,"fork":false,"pushed_at":"2021-11-29T01:03:53.000Z","size":6184,"stargazers_count":5,"open_issues_count":9,"forks_count":4,"subscribers_count":3,"default_branch":"main","last_synced_at":"2025-04-13T00:56:41.106Z","etag":null,"topics":["interview","ml","mlops"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/suredream.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null}},"created_at":"2021-10-22T18:21:29.000Z","updated_at":"2025-03-17T11:49:03.000Z","dependencies_parsed_at":"2022-09-09T00:52:18.311Z","dependency_job_id":null,"html_url":"https://github.com/suredream/hack-your-ds-interview","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/suredream%2Fhack-your-ds-interview","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/suredream%2Fhack-your-ds-interview/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/suredream%2Fhack-your-ds-interview/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/suredream%2Fhack-your-ds-interview/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/suredream","download_url":"https://codeload.github.com/suredream/hack-your-ds-interview/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248650437,"owners_count":21139672,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["interview","ml","mlops"],"created_at":"2024-10-11T15:07:56.262Z","updated_at":"2025-04-13T00:56:47.471Z","avatar_url":"https://github.com/suredream.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Review to learn and ace your DS interview\n\n\u003e No one is the only person who knows a specific part of the code base. Simply put, code reviews help facilitate knowledge sharing across the code base and across the team.\n\n我们是一个交流机器学习实践的社区，通过社群学习的方式来 review 有代表性的 notebook 和 ML 项目，积累机器学习的有效实践、面试经验和知识内容。欢迎投稿和建议，请[提交 issue](https://github.com/suredream/hack-your-ds-interview/issues)。\n\n**Coming events** 永久 Skype [会议链接](https://join.skype.com/WzRQJuTDFrMe)\n| Date Time     | Host     | Facilitator | 主题 | 详情                   |\n| ------------- | -------- | ----------- | ---- | ---------------------- |\n| 12/04/2021 1300 PST | john | tanghong | LSTM | [详情](../../issues/21) |\n| 11/21/2021 1300 PST | tanghong | zhang   | go-through hospital take-home     | [详情](../../issues/1) |\n| 11/13/2021 1300 PST | tanghong | suredream   | take home-randomforest classifier  | [详情](../../issues/2) |\n| 历史存档 | | | | |\n\n**如何参与**\n- 成为社群成员，[介绍自己](https://github.com/suredream/hack-your-ds-interview/issues/3)，为本 repo 和 [wiki](https://github.com/suredream/hack-your-ds-interview/wiki) 贡献有价值的内容和反馈。\n- 尽量参与 weekly review meeting，成为主理人 (host) 和协理人 (facilitator)。永久 Skype 会议链接: [\u003cimg src=\"img/skype-meeting.png\" width=\"32\" height=\"32\"\u003e](https://join.skype.com/WzRQJuTDFrMe)\n\n## The Zen of Reviewing a Notebook\n```\nby suredream\n- agility is better than faultless\n- practicality beats fancy\n- readability always matters\n- topdown\n- though eternal, uncertainty has to be measurable\n- indispensable intellectual curiosity\n```\n\n## 如何进行\n\n- 会前，由本周 host\n  * 选择并发布本周的 notebook ([example](https://app.reviewnb.com/suredream/hack-your-ds-interview/blob/main/notebook%2F001-titanic-random-forest-82-78.ipynb))\n  * 更新日程到本 repo\n  * 提供与本周 review 有关的参考列表到[这里](https://github.com/suredream/hack-your-ds-interview/issues)。\n- 会前，参与者\n  * 通过[reviewnb](https://app.reviewnb.com/suredream/hack-your-ds-interview/)对本周的 notebook 进行 review。\n  * 提交其它问题到对应的 issues 中。\n- weekly review meeting (1hr)\n  * 会议时间通过本 repo 发布，[skype meeting连接](https://join.skype.com/WzRQJuTDFrMe) \n  * 由 host 简要说明其原理、应用前提、优缺点，最佳实践 (10 min)\n  * host goes through notebook (motivation, problem, data, model, 5 min)\n  * host 点评之前的评论 (5-10 min)\n  * host drive 自由讨论, facilitator 记笔记。(20-25 min )\n  * host / facilitator 进行小结 (10min)\n  * 确定下期活动的 host 和 facilitator (5min)\n\n## 如果你是 host\n- 填写[报名表](https://github.com/suredream/hack-your-ds-interview/issues/3)\n- 联系人会与你协调时间\n- 在群中发布消息，包括，notebook 的简要介绍，reviewnb 地址，更新日程\n- 组织讨论，分享你了解的知识，提供充足和准确的参考材料\n- 持续更新相应的 wiki 页\n\n## 如果你是 facilitator\n- 不需要你对本议题有很充分的了解，你通过分担 host 的部分工作量\n- 帮助发布活动消息和回答非技术性的问题\n- 在会议过程中作记录，尝试区分要点和重要信息\n- 讨论结束时，从自己的角度提供小结\n- 会后，协助 host 完成 wiki 页\n\n## 如果你是 invited reviewer\n- 我们需要经验丰富的你来提供洞见和业界的最佳实践\n- 你的专业意见会被记录在 wiki 页中，并注明出处\n- 你会在社群里成为有影响力的专业人士，你的意见会受到特别的重视\n- 我们会努力让你同样能够受惠于社区的文档，on the top 整个行业的发展\n\n## 如果你是 ML beginner\n- 我们需要你问好的问题，收集和记录好的答案\n- 你可以在 [issue区](https://github.com/suredream/hack-your-ds-interview/issues) 提请大家注意新的文献、模型、工具\n- 你可以在群里寻找 mentor，并建立[互惠的 mentorship 关系](../../issues/7)\n- 帮助宣传我们，使得更多的人参与进来\n\n## 如何使用 reviewnb 在 notebook 上进行评论\n\n阅读[其文档](https://docs.reviewnb.com/)。\n![](https://uploads-ssl.webflow.com/5ba4ebe021cb91ae35dbf88c/5c7d0095d99ee508018a9878_Screenshot%202019-03-04%20at%204.08.48%20PM.png)\n\n## 飞行规则 flight rules\n- [git 飞行规则](flight-rules/git-filght-rules.md)\n- [ml 飞行规则](flight-rules/ml-flight-rules.md)\n\n\n\u003c!--\n## Guidance\n- [springboard: 109 Data Science Interview Questions and Answers](https://www.springboard.com/blog/data-science/data-science-interview-questions/)\n- [10 Ways to Profit from Job Interview Services with No Coaching](https://careerdirectors.com/profit-job-interview-coaching-strategy-services/)\n\n\n## Other resource\n* Readlist\n    * [**Precison and Recall**](https://en.wikipedia.org/wiki/Precision_and_recall)\n    * [**Gradient Boosting from scratch**](https://medium.com/mlreview/gradient-boosting-from-scratch-1e317ae4587d)\n    * [**So you built a Machine Learning model?(Bias and Varience)**](http://sourabhbajaj.com/blog/2017/03/16/so-you-built-a-machine-learning-model/)\n    * [**Understanding LSTM Networks : part 1**](http://colah.github.io/posts/2015-08-Understanding-LSTMs/)\n    * [**Understanding LSTM Networks : part 2**](https://arxiv.org/abs/1603.01354v5)\n    * [**Choosing the Right Metric for Evaluating ML Models — Part 1(Regression)**](https://towardsdatascience.com/choosing-the-right-metric-for-machine-learning-models-part-1-a99d7d7414e4)\n    * [**Choosing the Right Metric for Evaluating Machine Learning Models — Part 2(Classification)**](https://towardsdatascience.com/choosing-the-right-metric-for-evaluating-machine-learning-models-part-2-86d5649a5428)\n\n* Statistics\n  * [**1. Glossary of common Machine Learning, Statistics and Data Science terms**](https://www.analyticsvidhya.com/glossary-of-common-statistics-and-machine-learning-terms/)\n  * [**2. Basics of Probability for Data Science explained with examples**](https://www.analyticsvidhya.com/blog/2017/02/basic-probability-data-science-with-examples/)\n  * [**3. Bayesian Statistics explained to Beginners in Simple English**](https://www.analyticsvidhya.com/blog/2016/06/bayesian-statistics-beginners-simple-english/)\n  * [**4. Comprehensive \u0026 Practical Inferential Statistics Guide for data science**](https://www.analyticsvidhya.com/blog/2017/01/comprehensive-practical-guide-inferential-statistics-data-science/)\n  * [**5. Your Guide to Master Hypothesis Testing in Statistics**](https://www.analyticsvidhya.com/blog/2015/09/hypothesis-testing-explained/)\n  * [**6. A Simple Introduction to ANOVA (with applications in Excel)**](https://www.analyticsvidhya.com/blog/2018/01/anova-analysis-of-variance/)\n  * [**7. 40 questions on Statistics for data scientists \u0026 analysts - Part - 1**](https://www.analyticsvidhya.com/blog/2016/08/solutions-for-skilltest-in-statistics-revealed/)\n  * [**8. 41 questions on Statistics for data scientists \u0026 analysts - Part - 2**](https://www.analyticsvidhya.com/blog/2017/05/41-questions-on-statisitics-data-scientists-analysts/)\n\n\n## Presentations\n- [How to Become a Data Scientist](http://www.slideshare.net/ryanorban/how-to-become-a-data-scientist)\n- [Introduction to Data Science](http://www.slideshare.net/NikoVuokko/introduction-to-data-science-25391618)\n- [Intro to Data Science for Enterprise Big Data](http://www.slideshare.net/pacoid/intro-to-data-science-for-enterprise-big-data)\n- [How to Interview a Data Scientist](http://www.slideshare.net/dtunkelang/how-to-interview-a-data-scientist)\n- [How to Share Data with a Statistician](https://github.com/jtleek/datasharing)\n- [The Science of a Great Career in Data Science](http://www.slideshare.net/katemats/the-science-of-a-great-career-in-data-science)\n- [What Does a Data Scientist Do?](http://www.slideshare.net/datasciencelondon/big-data-sorry-data-science-what-does-a-data-scientist-do)\n- [Building Data Start-Ups: Fast, Big, and Focused](http://www.slideshare.net/medriscoll/driscoll-strata-buildingdatastartups25may2011clean)\n- [How to win data science competitions with Deep Learning](http://www.slideshare.net/0xdata/how-to-win-data-science-competitions-with-deep-learning)\n- [Full-Stack Data Scientist](https://www.slideshare.net/AlexeyGrigorev/fullstack-data-scientist)\n\n\n--\u003e\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsuredream%2Fhack-your-ds-interview","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fsuredream%2Fhack-your-ds-interview","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsuredream%2Fhack-your-ds-interview/lists"}