├── .gitignore ├── README.md ├── SUMMARY.md ├── Translation └── Farsi │ └── contents │ ├── 0-about-the-answers.md │ ├── 0-about-the-author.md │ ├── 0-about-the-questions.md │ ├── 0-acknowledgments.md │ ├── 0-gaming-the-interview-process.md │ ├── 0-target-audience.md │ ├── 1.1-different-ml-roles.md │ ├── 1.1.1-working-in-research-vs.-workingin-production.md │ ├── 1.1.2-research.md │ ├── 1.1.2.1-research-vs.-applied-research.md │ ├── 1.1.2.2-research-scientist-vs.-research-engineer.md │ ├── 1.1.3-production.md │ ├── 1.1.3.1-production-cycle.md │ ├── 1.1.3.2-machine-learning-engineer-vs.-software-engineer.md │ ├── 1.1.3.3-machine-learning-engineer-vs.-data-scientist.md │ ├── 1.1.3.4-other-technical-roles-in-ml-production.md │ ├── 1.1.3.5-understanding-roles-and-titles.md │ ├── 1.2-types-of-companies.md │ ├── 1.2.1-applications-companies-vs.-tooling-companies.md │ ├── 1.2.2-enterprise-vs.-consumer-products.md │ ├── 1.2.3-startups-or-big-companies.md │ ├── 2.1-understanding-the-interviewers’-mindset.md │ ├── 2.1.1-what-companies-want-from-candidates.md │ ├── 2.1.1.1-technical-skills.md │ ├── 2.1.1.2-non-technical-skills.md │ ├── 2.1.1.3-what-exactly-is-culture-fit.md │ ├── 2.1.1.4-junior-vs-senior-roles.md │ ├── 2.1.1.5-do-i-need-a-ph.d.-to-work-in-machine-learning.md │ ├── 2.1.2-how-companies-source-candidates.md │ ├── 2.1.3-what-signals-companies-look-for-in-candidates.md │ ├── 2.2-interview-pipeline.md │ ├── 2.2.1-common-interview-formats.md │ └── images │ ├── image1.png │ ├── image10.png │ ├── image11.png │ ├── image12.png │ ├── image13.png │ ├── image14.png │ ├── image15.png │ ├── image16.png │ ├── image17.jpg │ ├── image18.png │ ├── image19.png │ ├── image2.png │ ├── image20.png │ ├── image21.png │ ├── image22.png │ ├── image23.png │ ├── image24.png │ ├── image25.png │ ├── image26.png │ ├── image27.png │ ├── image28.png │ ├── image29.png │ ├── image3.png │ ├── image30.png │ ├── image31.png │ ├── image32.png │ ├── image33.png │ ├── image34.png │ ├── image35.png │ ├── image4.png │ ├── image5.jpg │ ├── image6.png │ ├── image7.jpg │ ├── image8.jpg │ └── image9.png ├── _book ├── .gitignore ├── contents │ ├── 0-about-the-answers.html │ ├── 0-about-the-author.html │ ├── 0-about-the-questions.html │ ├── 0-acknowledgments.html │ ├── 0-gaming-the-interview-process.html │ ├── 0-target-audience.html │ ├── 1.1-different-ml-roles.html │ ├── 1.1.1-working-in-research-vs.-workingin-production.html │ ├── 1.1.2-research.html │ ├── 1.1.2.1-research-vs.-applied-research.html │ ├── 1.1.2.2-research-scientist-vs.-research-engineer.html │ ├── 1.1.3-production.html │ ├── 1.1.3.1-production-cycle.html │ ├── 1.1.3.2-machine-learning-engineer-vs.-software-engineer.html │ ├── 1.1.3.3-machine-learning-engineer-vs.-data-scientist.html │ ├── 1.1.3.4-other-technical-roles-in-ml-production.html │ ├── 1.1.3.5-understanding-roles-and-titles.html │ ├── 1.2-types-of-companies.html │ ├── 1.2.1-applications-companies-vs.-tooling-companies.html │ ├── 1.2.2-enterprise-vs.-consumer-products.html │ ├── 1.2.3-startups-or-big-companies.html │ ├── 2.1-understanding-the-interviewers’-mindset.html │ ├── 2.1.1-what-companies-want-from-candidates.html │ ├── 2.1.1.1-technical-skills.html │ ├── 2.1.1.2-non-technical-skills.html │ ├── 2.1.1.3-what-exactly-is-culture-fit.html │ ├── 2.1.1.4-junior-vs-senior-roles.html │ ├── 2.1.1.5-do-i-need-a-ph.d.-to-work-in-machine-learning.html │ ├── 2.1.2-how-companies-source-candidates.html │ ├── 2.1.3-what-signals-companies-look-for-in-candidates.html │ ├── 2.2-interview-pipeline.html │ ├── 2.2.1-common-interview-formats.html │ ├── 2.2.2-alternative-interview-formats.html │ ├── 2.2.3-interviews-at-big-companies-vs.-at-small-companies.html │ ├── 2.2.4-interviews-for-internships-vs.-for-full-time-positions.html │ ├── 2.3-types-of-questions.html │ ├── 2.3.1-behavioral-questions.html │ ├── 2.3.1.1-background-and-resume.html │ ├── 2.3.1.2-interests.html │ ├── 2.3.1.3-communication.html │ ├── 2.3.1.4-personality.html │ ├── 2.3.2-questions-to-ask-your-interviewers.html │ ├── 2.3.3-bad-interview-questions.html │ ├── 2.4-red-flags.html │ ├── 2.5-timeline.html │ ├── 2.6-understanding-your-odds.html │ ├── 3.1-compensation-package.html │ ├── 3.1.1-base-salary.html │ ├── 3.1.2-equity-grants.html │ ├── 3.1.3-bonuses.html │ ├── 3.1.4-compensation-packages-at-different-levels.html │ ├── 3.2-negotiation.html │ ├── 3.2.1-compensation-expectations.html │ ├── 3.3-career-progression.html │ ├── 4.1-how-long-do-i-need-for-my-job-search.html │ ├── 4.2-how-other-people-did-it.html │ ├── 4.3-resources.html │ ├── 4.3.1-courses.html │ ├── 4.3.2-books-&-articles.html │ ├── 4.3.3-other-resources.html │ ├── 4.4-do’s-and-don’ts-for-ml-interviews.html │ ├── 4.4.1-do’s.html │ ├── 4.4.2-don’ts.html │ ├── 5.1-algebra-and-calculus.html │ ├── 5.1.1-vectors.html │ ├── 5.1.2-matrices.html │ ├── 5.1.3-dimensionality-reduction.html │ ├── 5.1.4-calculus-and-convex-optimization.html │ ├── 5.2-probability-and-statistics.html │ ├── 5.2.1-probability.html │ ├── 5.2.1.1-basic-concepts-to-review.html │ ├── 5.2.1.2-questions.html │ ├── 5.2.2-stats.html │ ├── 6.1-algorithms.html │ ├── 6.2-complexity-and-numerical-analysis.html │ ├── 6.3-data.html │ ├── 6.3.1-data-structures.html │ ├── 7.1-basics.html │ ├── 7.2-sampling-and-creating-training-data.html │ ├── 7.3-objective-functions,-metrics,-and-evaluation.html │ ├── 8.1-classical-machine-learning.html │ ├── 8.1.1-overview │ ├── 8.1.2-questions.html │ ├── 8.2-deep-learning-architectures-and-applications.html │ ├── 8.2.1-natural-language-processing.html │ ├── 8.2.2-computer-vision.html │ ├── 8.2.3-reinforcement-learning.html │ ├── 8.2.4-other.html │ ├── 8.3-training-neural-networks.html │ ├── a.-for-interviewers.html │ ├── appendix.html │ ├── b.-building-your-network.html │ ├── chapter-1.-ml-jobs.html │ ├── chapter-2.-machine-learning-interview-process.html │ ├── chapter-3.-after-an-offer.html │ ├── chapter-4.-where-to-start.html │ ├── chapter-5.-math.html │ ├── chapter-6.-computer-science.html │ ├── chapter-7.-machine-learning-workflows.html │ ├── chapter-8.-machine-learning-algorithms.html │ ├── images │ │ ├── image1.png │ │ ├── image10.png │ │ ├── image11.png │ │ ├── image12.png │ │ ├── image13.png │ │ ├── image14.png │ │ ├── image15.png │ │ ├── image16.png │ │ ├── image17.jpg │ │ ├── image18.png │ │ ├── image19.png │ │ ├── image2.png │ │ ├── image20.png │ │ ├── image21.png │ │ ├── image22.png │ │ ├── image23.png │ │ ├── image24.png │ │ ├── image25.png │ │ ├── image26.png │ │ ├── image27.png │ │ ├── image28.png │ │ ├── image29.png │ │ ├── image3.png │ │ ├── image30.png │ │ ├── image31.png │ │ ├── image32.png │ │ ├── image33.png │ │ ├── image34.png │ │ ├── image35.png │ │ ├── image4.png │ │ ├── image5.jpg │ │ ├── image6.png │ │ ├── image7.jpg │ │ ├── image8.jpg │ │ └── image9.png │ ├── notation.html │ ├── part-i.-overview.html │ ├── part-ii.-questions.html │ └── the-zen-of-interviews.html ├── gitbook │ ├── fonts │ │ └── fontawesome │ │ │ ├── FontAwesome.otf │ │ │ ├── fontawesome-webfont.eot │ │ │ ├── fontawesome-webfont.svg │ │ │ ├── fontawesome-webfont.ttf │ │ │ ├── fontawesome-webfont.woff │ │ │ └── fontawesome-webfont.woff2 │ ├── gitbook-plugin-fontsettings │ │ ├── fontsettings.js │ │ └── website.css │ ├── gitbook-plugin-highlight │ │ ├── ebook.css │ │ └── website.css │ ├── gitbook-plugin-lunr │ │ ├── lunr.min.js │ │ └── search-lunr.js │ ├── gitbook-plugin-mathjax │ │ └── plugin.js │ ├── gitbook-plugin-search │ │ ├── lunr.min.js │ │ ├── search-engine.js │ │ ├── search.css │ │ └── search.js │ ├── gitbook.js │ ├── images │ │ ├── apple-touch-icon-precomposed-152.png │ │ └── favicon.ico │ ├── style.css │ └── theme.js ├── index.html ├── package.json └── search_index.json ├── answers ├── chapter5.md ├── chapter6.md ├── chapter7.md ├── chapter8.md └── chapter9.md ├── book.json ├── contents ├── 0-about-the-answers.md ├── 0-about-the-author.md ├── 0-about-the-questions.md ├── 0-acknowledgments.md ├── 0-gaming-the-interview-process.md ├── 0-target-audience.md ├── 1.1-different-ml-roles.md ├── 1.1.1-working-in-research-vs.-workingin-production.md ├── 1.1.2-research.md ├── 1.1.2.1-research-vs.-applied-research.md ├── 1.1.2.2-research-scientist-vs.-research-engineer.md ├── 1.1.3-production.md ├── 1.1.3.1-production-cycle.md ├── 1.1.3.2-machine-learning-engineer-vs.-software-engineer.md ├── 1.1.3.3-machine-learning-engineer-vs.-data-scientist.md ├── 1.1.3.4-other-technical-roles-in-ml-production.md ├── 1.1.3.5-understanding-roles-and-titles.md ├── 1.2-types-of-companies.md ├── 1.2.1-applications-companies-vs.-tooling-companies.md ├── 1.2.2-enterprise-vs.-consumer-products.md ├── 1.2.3-startups-or-big-companies.md ├── 2.1-understanding-the-interviewers’-mindset.md ├── 2.1.1-what-companies-want-from-candidates.md ├── 2.1.1.1-technical-skills.md ├── 2.1.1.2-non-technical-skills.md ├── 2.1.1.3-what-exactly-is-culture-fit.md ├── 2.1.1.4-junior-vs-senior-roles.md ├── 2.1.1.5-do-i-need-a-ph.d.-to-work-in-machine-learning.md ├── 2.1.2-how-companies-source-candidates.md ├── 2.1.3-what-signals-companies-look-for-in-candidates.md ├── 2.2-interview-pipeline.md ├── 2.2.1-common-interview-formats.md ├── 2.2.2-alternative-interview-formats.md ├── 2.2.3-interviews-at-big-companies-vs.-at-small-companies.md ├── 2.2.4-interviews-for-internships-vs.-for-full-time-positions.md ├── 2.3-types-of-questions.md ├── 2.3.1-behavioral-questions.md ├── 2.3.1.1-background-and-resume.md ├── 2.3.1.2-interests.md ├── 2.3.1.3-communication.md ├── 2.3.1.4-personality.md ├── 2.3.2-questions-to-ask-your-interviewers.md ├── 2.3.3-bad-interview-questions.md ├── 2.4-red-flags.md ├── 2.5-timeline.md ├── 2.6-understanding-your-odds.md ├── 3.1-compensation-package.md ├── 3.1.1-base-salary.md ├── 3.1.2-equity-grants.md ├── 3.1.3-bonuses.md ├── 3.1.4-compensation-packages-at-different-levels.md ├── 3.2-negotiation.md ├── 3.2.1-compensation-expectations.md ├── 3.3-career-progression.md ├── 4.1-how-long-do-i-need-for-my-job-search.md ├── 4.2-how-other-people-did-it.md ├── 4.3-resources.md ├── 4.3.1-courses.md ├── 4.3.2-books-&-articles.md ├── 4.3.3-other-resources.md ├── 4.4-do’s-and-don’ts-for-ml-interviews.md ├── 4.4.1-do’s.md ├── 4.4.2-don’ts.md ├── 5.1-algebra-and-calculus.md ├── 5.1.1-vectors.md ├── 5.1.2-matrices.md ├── 5.1.3-dimensionality-reduction.md ├── 5.1.4-calculus-and-convex-optimization.md ├── 5.2-probability-and-statistics.md ├── 5.2.1-probability.md ├── 5.2.1.1-basic-concepts-to-review.md ├── 5.2.1.2-questions.md ├── 5.2.2-stats.md ├── 6.1-algorithms.md ├── 6.2-complexity-and-numerical-analysis.md ├── 6.3-data.md ├── 6.3.1-data-structures.md ├── 7.1-basics.md ├── 7.2-sampling-and-creating-training-data.md ├── 7.3-objective-functions,-metrics,-and-evaluation.md ├── 8.1-classical-machine-learning.md ├── 8.1.1-overview ├── 8.1.2-questions.md ├── 8.2-deep-learning-architectures-and-applications.md ├── 8.2.1-natural-language-processing.md ├── 8.2.2-computer-vision.md ├── 8.2.3-reinforcement-learning.md ├── 8.2.4-other.md ├── 8.3-training-neural-networks.md ├── a.-for-interviewers.md ├── appendix.md ├── b.-building-your-network.md ├── chapter-1.-ml-jobs.md ├── chapter-2.-machine-learning-interview-process.md ├── chapter-3.-after-an-offer.md ├── chapter-4.-where-to-start.md ├── chapter-5.-math.md ├── chapter-6.-computer-science.md ├── chapter-7.-machine-learning-workflows.md ├── chapter-8.-machine-learning-algorithms.md ├── images │ ├── image1.png │ ├── image10.png │ ├── image11.png │ ├── image12.png │ ├── image13.png │ ├── image14.png │ ├── image15.png │ ├── image16.png │ ├── image17.jpg │ ├── image18.png │ ├── image19.png │ ├── image2.png │ ├── image20.png │ ├── image21.png │ ├── image22.png │ ├── image23.png │ ├── image24.png │ ├── image25.png │ ├── image26.png │ ├── image27.png │ ├── image28.png │ ├── image29.png │ ├── image3.png │ ├── image30.png │ ├── image31.png │ ├── image32.png │ ├── image33.png │ ├── image34.png │ 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