--- title: ML Series #1: What is Machine Learning? A... description: A beginner-friendly introduction to machine learning written by a developer who built AI applications without understanding the underlying fundamentals. Covers... canonical: https://daily.dev/posts/ml-series-1-what-is-machine-learning-a-beginner-friendly-guide-with-real-world-examples-zdc3m7aep twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: ML Series #1: What is Machine Learning? A Beginner-Friendly Guide with Real-World Examples | daily.dev og:description: A beginner-friendly introduction to machine learning written by a developer who built AI applications without understanding the underlying fundamentals. Covers... og:url: https://daily.dev/posts/ml-series-1-what-is-machine-learning-a-beginner-friendly-guide-with-real-world-examples-zdc3m7aep og:image: https://api.daily.dev/og/posts/zDC3m7AEP.png og:image:alt: ML Series #1: What is Machine Learning? A Beginner-Friendly Guide with Real-World Examples og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # ML Series #1: What is Machine Learning? A Beginner-Friendly Guide with Real-World Examples **[Medium](https://daily.dev/sources/medium_js)** · 7 min read · 3 upvotes · 1 comments ## Summary A beginner-friendly introduction to machine learning written by a developer who built AI applications without understanding the underlying fundamentals. Covers the distinction between AI, ML, and deep learning, explains why ML emerged as an alternative to rule-based programming using spam detection and house price prediction examples, and introduces the three core ingredients of any ML model: data, features, and labels. Sets up a series with deeper dives into ML pipelines, training/testing, and popular algorithms in future parts. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Community discussion Top comments from developers on daily.dev. **@marinkomijatovic** · 0 upvotes > A useful reminder that building AI apps is not the same as understanding machine learning—strong fundamentals lead to better models, decisions, and products. --- Tags: [#ai](https://daily.dev/tags/ai), [#machine-learning](https://daily.dev/tags/machine-learning), [#python](https://daily.dev/tags/python), [#deep-learning](https://daily.dev/tags/deep-learning) [View this post on daily.dev](https://daily.dev/posts/ml-series-1-what-is-machine-learning-a-beginner-friendly-guide-with-real-world-examples-zdc3m7aep) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"TechArticle","headline":"ML Series #1: What is Machine Learning? 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