Egor Howell, Author at Towards Data Science https://towardsdatascience.com Publish AI, ML & data-science insights to a global community of data professionals. Wed, 10 Dec 2025 13:30:00 +0000 en-US hourly 1 https://wordpress.org/?v=6.8.3 https://towardsdatascience.com/wp-content/uploads/2025/02/cropped-Favicon-32x32.png Egor Howell, Author at Towards Data Science https://towardsdatascience.com 32 32 Don’t Build an ML Portfolio Without These Projects https://towardsdatascience.com/dont-build-an-ml-portfolio-without-these-projects/ Wed, 10 Dec 2025 13:30:00 +0000 https://towardsdatascience.com/?p=607871 What recruiters are looking for in machine learning portfolios

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]]> Data Science Mistakes That Could Ruin Your Learning Path, and How to Avoid Them https://towardsdatascience.com/struggling-with-data-science-5-common-beginner-mistakes/ Mon, 24 Nov 2025 20:30:00 +0000 https://towardsdatascience.com/?p=607722 Avoid these mistakes to fast track your data science career.

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]]> How to Build Machine Learning Projects That Help You Get Hired https://towardsdatascience.com/the-machine-learning-projects-employers-want-to-see/ Fri, 31 Oct 2025 14:00:00 +0000 https://towardsdatascience.com/?p=607528 What machine learning projects will actually get you interviews and jobs

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]]> How I Tailored the Resume That Landed Me $100K+ Data Science and ML Offers https://towardsdatascience.com/this-resume-landed-me-100k-data-science-ml-offers/ Mon, 20 Oct 2025 18:54:10 +0000 https://towardsdatascience.com/?p=607436 How to write a data science and machine learning resume that actually lands jobs.

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]]> Stop Feeling Lost :  How to Master ML System Design https://towardsdatascience.com/stop-feeling-lost-how-to-master-ml-system-design-easy/ Thu, 16 Oct 2025 15:30:00 +0000 https://towardsdatascience.com/?p=607403 What machine learning system design is and how to prepare for it

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]]> How to Become a Machine Learning Engineer (Step-by-Step) https://towardsdatascience.com/dont-follow-generic-ml-engineer-roadmaps-do-this-instead-2/ Mon, 15 Sep 2025 12:00:00 +0000 https://towardsdatascience.com/?p=607138 Your one-stop guide to becoming a machine learning engineer

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]]> Everything I Studied to Become a Machine Learning Engineer (No CS Background) https://towardsdatascience.com/everything-i-studied-to-become-a-machine-learning-engineer-no-cs-background/ Wed, 27 Aug 2025 17:30:00 +0000 https://towardsdatascience.com/?p=606964 The books, courses, and resources I used in my journey.

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]]> The ONLY Data Science Roadmap You Need to Get a Job https://towardsdatascience.com/the-only-data-science-roadmap-you-need-to-get-a-job/ Thu, 31 Jul 2025 14:52:22 +0000 https://towardsdatascience.com/?p=606756 Are you looking to become a data scientist and don’t know where to start? In this article, I want to provide you with a straightforward, no-nonsense learning roadmap that you can follow to break into the industry. By the end, you’ll finally have a clear understanding of what is required and the best resources to […]

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]]> My Honest Advice for Aspiring Machine Learning Engineers https://towardsdatascience.com/my-honest-advice-for-aspiring-machine-learning-engineers/ Sat, 05 Jul 2025 00:45:20 +0000 https://towardsdatascience.com/?p=606502 What it really takes to become a machine learning engineer

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]]> STOP Building Useless ML Projects – What Actually Works https://towardsdatascience.com/stop-building-useless-ml-projects-what-actually-works/ Tue, 01 Jul 2025 18:31:08 +0000 https://towardsdatascience.com/?p=606473 How to find machine learning projects that will get you hired.

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]]> How to Transition From Data Analyst to Data Scientist https://towardsdatascience.com/how-to-transition-from-data-analyst-to-data-scientist/ Mon, 09 Jun 2025 23:09:55 +0000 https://towardsdatascience.com/?p=606239 Playbook on how data analysts can become data scientists

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]]> The Best AI Books & Courses for Getting a Job https://towardsdatascience.com/best-ai-books-courses-to-get-a-job/ Mon, 26 May 2025 23:18:38 +0000 https://towardsdatascience.com/?p=606104 A comprehensive guide to the books and courses that helped me learn AI

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]]> Top Machine Learning Jobs and How to Prepare For Them https://towardsdatascience.com/top-machine-learning-jobs-and-how-to-prepare-for-them/ Thu, 22 May 2025 04:51:10 +0000 https://towardsdatascience.com/?p=606058 Explaining the different machine learning roles

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]]> How to Learn the Math Needed for Machine Learning https://towardsdatascience.com/how-to-learn-the-math-needed-for-machine-learning/ Fri, 16 May 2025 00:19:43 +0000 https://towardsdatascience.com/?p=606031 A breakdown of the three fundamental math fields required for machine learning: statistics, linear algebra, and calculus.

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]]> If I Wanted to Become a Machine Learning Engineer, I’d Do This https://towardsdatascience.com/if-i-wanted-to-become-a-machine-learning-engineer-id-do-this/ Tue, 29 Apr 2025 01:44:59 +0000 https://towardsdatascience.com/?p=605827 My advice to becoming a machine learning engineer

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]]> How I Would Learn To Code (If I Could Start Over) https://towardsdatascience.com/how-i-would-learn-to-code-if-i-could-start-over/ Fri, 04 Apr 2025 18:43:36 +0000 https://towardsdatascience.com/?p=605424 How to learn to code in 2025

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]]> The Ultimate AI/ML Roadmap For Beginners https://towardsdatascience.com/the-ultimate-ai-ml-roadmap-for-beginners/ Wed, 26 Mar 2025 04:10:12 +0000 https://towardsdatascience.com/?p=605296 How to learn AI/ML from scratch

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]]> What Do Machine Learning Engineers Do? https://towardsdatascience.com/what-do-machine-learning-engineers-do/ Tue, 25 Mar 2025 07:45:20 +0000 https://towardsdatascience.com/?p=605223 Breaking down my role as a machine learning engineer

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]]> How I Became A Machine Learning Engineer (No CS Degree, No Bootcamp) https://towardsdatascience.com/how-i-became-a-machine-learning-engineer-no-cs-degree-no-bootcamp/ Sat, 15 Feb 2025 02:33:01 +0000 https://towardsdatascience.com/?p=598008 Machine learning and AI are among the most popular topics nowadays, especially within the tech space. I am fortunate enough to work and develop with these technologies every day as a machine learning engineer! In this article, I will walk you through my journey to becoming a machine learning engineer, shedding some light and advice […]

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]]> How to Make a Data Science Portfolio That Stands Out https://towardsdatascience.com/how-to-make-a-data-science-portfolio-that-stands-out-94dd81be1448/ Sun, 02 Feb 2025 16:32:01 +0000 https://towardsdatascience.com/how-to-make-a-data-science-portfolio-that-stands-out-94dd81be1448/ Create a data science portfolio with Cloud-flare and HUGO

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