{"product_id":"mastering-machine-learning","title":"Mastering Machine Learning: From Basics to Advanced by Govindakumar Madhavan","description":"\u003ch2\u003eMastering Machine Learning: From Basics to Advanced by Govindakumar Madhavan\u003c\/h2\u003e\n\u003cp data-path-to-node=\"0\"\u003e\u003cb data-path-to-node=\"0\" data-index-in-node=\"0\"\u003e\"Mastering Machine Learning: From Basics to Advanced\"\u003c\/b\u003e by \u003cb data-path-to-node=\"0\" data-index-in-node=\"57\"\u003eGovindakumar Madhavan\u003c\/b\u003e is a text that serves as a highly controversial case study in the modern academic publishing landscape.\u003c\/p\u003e\n\u003cp data-path-to-node=\"1\"\u003eOriginally published under the \u003cb data-path-to-node=\"1\" data-index-in-node=\"31\"\u003eSpringer Nature\u003c\/b\u003e banner as part of its \u003ci data-path-to-node=\"1\" data-index-in-node=\"69\"\u003eTransactions on Computer Systems and Networks\u003c\/i\u003e series, the book was framed as an application-driven guide designed to bridge the gap for technical professionals moving from foundational statistics to complex model deployment.\u003c\/p\u003e\n\u003cp data-path-to-node=\"2\"\u003eHowever, shortly after its release, the book became the center of a major academic scandal regarding the use of unverified generative AI in technical literature, ultimately leading to its \u003cb data-path-to-node=\"2\" data-index-in-node=\"188\"\u003eofficial retraction\u003c\/b\u003e by the publisher.\u003c\/p\u003e\n\u003cp data-path-to-node=\"13\"\u003eThe opening chapters attempted to de-mystify the core math behind machine learning, covering central tendency, data distributions, dispersion, and linear algebra basics.The core of the book moved into traditional, non-deep learning algorithms. It featured implementations of foundational models like Decision Trees, K-Nearest Neighbors (\u003cspan class=\"math-inline\" data-math=\"k\" data-index-in-node=\"168\"\u003e$k$\u003c\/span\u003e-NN), and linear\/logistic regression frameworks.The curriculum culminated in explaining gradient descent, learning rates, performance metrics (such as precision vs. accuracy), and methods for identifying outliers within engineering datasets.\u003c\/p\u003e\n\u003cp data-path-to-node=\"23\"\u003eBecause \u003ci data-path-to-node=\"23\" data-index-in-node=\"8\"\u003eMastering Machine Learning: From Basics to Advanced\u003c\/i\u003e has been officially retracted by Springer Nature due to these severe factual and citation anomalies, \u003cb data-path-to-node=\"23\" data-index-in-node=\"161\"\u003eit should not be included on technical reference shelves or enterprise tech stacks.\u003c\/b\u003e\u003c\/p\u003e\n\u003cp data-path-to-node=\"24\"\u003eFor those looking for authentic, peer-reviewed, and mathematically rigorous machine learning textbooks, the following industry-standard alternatives are highly recommended instead\u003c\/p\u003e\n\u003cp\u003e\u003cspan\u003e\u003cstrong\u003eLanguage: English.\u003c\/strong\u003e\u003c\/span\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cspan\u003e\u003cstrong\u003eGenre: Artificial Intelligence.\u003c\/strong\u003e\u003c\/span\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cspan\u003e\u003cstrong\u003eBinding: সেলাই করা বাইন্ডিং\u003c\/strong\u003e\u003c\/span\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cspan\u003e\u003cstrong\u003eQuality: Premium Quality Books.\u003c\/strong\u003e\u003c\/span\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cspan\u003e\u003cstrong\u003ePrinting: High Quality Printing.\u003c\/strong\u003e\u003c\/span\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cspan\u003e\u003cstrong\u003ePaper: Eye Friendly paper (Cream White)\u003c\/strong\u003e\u003c\/span\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cspan\u003e\u003cstrong\u003eCover: Matt cover (Paperback).\u003c\/strong\u003e\u003c\/span\u003e\u003c\/p\u003e","brand":"Royal Books BD","offers":[{"title":"Default Title","offer_id":47234560655545,"sku":null,"price":280.0,"currency_code":"BDT","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0780\/0874\/6169\/files\/Mastering_Machine_Learning.jpg?v=1779386271","url":"https:\/\/royalbooksbd.com\/products\/mastering-machine-learning","provider":"Royal Books BD","version":"1.0","type":"link"}