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    <title>Beyond the Algorithm | Technology Publication</title>
    <link>https://engineering-journal.pages.dev</link>
    <description>Exploring Data, Artificial Intelligence, Machine Learning and the ideas behind them. Articles by Syed Mohammad Hamzah.</description>
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      <title><![CDATA[Exploring Data Science and AI Engineering: My Learning Roadmap]]></title>
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      <description><![CDATA[A student's evolving blueprint for navigating Data Science and AI: distinguishing the skills I have practiced, what I am learning now, and what lies ahead.]]></description>
      <pubDate>Sun, 01 Feb 2026 00:00:00 GMT</pubDate>
      <category>Career and Learning</category>
      <author>mohdhamzah1308@gmail.com (Syed Mohammad Hamzah)</author>
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      <title><![CDATA[Preparing for GATE DA 2027: Syllabus Breakdown, Strategy, and Accountability]]></title>
      <link>https://engineering-journal.pages.dev/blog/my-gate-da-2027-preparation-journey</link>
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      <description><![CDATA[Why I am preparing for the GATE Data Science and AI paper (GATE DA 2027), breaking down the syllabus, and my plan to begin focused preparation in December 2026.]]></description>
      <pubDate>Thu, 15 Jan 2026 00:00:00 GMT</pubDate>
      <category>Career and Learning</category>
      <author>mohdhamzah1308@gmail.com (Syed Mohammad Hamzah)</author>
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      <title><![CDATA[Building Technical Projects as a Student: Practical Lessons from ResourceBridge]]></title>
      <link>https://engineering-journal.pages.dev/blog/my-experience-building-technical-projects</link>
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      <description><![CDATA[Why following tutorials is never enough: practical lessons in scoping, debugging, and teamwork from building ResourceBridge at a hackathon.]]></description>
      <pubDate>Sat, 20 Dec 2025 00:00:00 GMT</pubDate>
      <category>Projects and Experiments</category>
      <author>mohdhamzah1308@gmail.com (Syed Mohammad Hamzah)</author>
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      <title><![CDATA[Data Science, AI, and Machine Learning: Understanding the Overlap]]></title>
      <link>https://engineering-journal.pages.dev/blog/understanding-data-science-vs-ai-vs-ml</link>
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      <description><![CDATA[A clear, conceptual guide distinguishing Data Science, Artificial Intelligence, and Machine Learning from the perspective of an engineering student.]]></description>
      <pubDate>Mon, 08 Dec 2025 00:00:00 GMT</pubDate>
      <category>Machine Learning</category>
      <author>mohdhamzah1308@gmail.com (Syed Mohammad Hamzah)</author>
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      <title><![CDATA[Why I Became Interested in AI and Machine Learning]]></title>
      <link>https://engineering-journal.pages.dev/blog/why-i-became-interested-in-ai-ml</link>
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      <description><![CDATA[An honest look at how moving from deterministic rules to pattern-learning algorithms and applied mathematics sparked my curiosity about AI and ML.]]></description>
      <pubDate>Wed, 26 Nov 2025 00:00:00 GMT</pubDate>
      <category>Artificial Intelligence</category>
      <author>mohdhamzah1308@gmail.com (Syed Mohammad Hamzah)</author>
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      <title><![CDATA[How I Discovered Data Science: From Code to Questions]]></title>
      <link>https://engineering-journal.pages.dev/blog/how-i-discovered-data-science</link>
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      <description><![CDATA[Why exploratory data analysis, statistics, and uncovering patterns in raw data made Data Science stand out as an exciting area of study.]]></description>
      <pubDate>Sat, 15 Nov 2025 00:00:00 GMT</pubDate>
      <category>Data Science</category>
      <author>mohdhamzah1308@gmail.com (Syed Mohammad Hamzah)</author>
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      <title><![CDATA[Technology Domains I Explored Before Finding My Focus]]></title>
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      <description><![CDATA[How exploring web development, hackathons, and database systems helped me discover a genuine focus in Data Science and Machine Learning.]]></description>
      <pubDate>Wed, 05 Nov 2025 00:00:00 GMT</pubDate>
      <category>My Engineering Journey</category>
      <author>mohdhamzah1308@gmail.com (Syed Mohammad Hamzah)</author>
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      <title><![CDATA[How I Started Exploring Programming: Beyond Syntax to Problem-Solving]]></title>
      <link>https://engineering-journal.pages.dev/blog/how-i-started-exploring-programming</link>
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      <description><![CDATA[The transition from passively following video tutorials to writing original code, overcoming the syntax trap, and why Python became my core language.]]></description>
      <pubDate>Tue, 28 Oct 2025 00:00:00 GMT</pubDate>
      <category>Programming</category>
      <author>mohdhamzah1308@gmail.com (Syed Mohammad Hamzah)</author>
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      <title><![CDATA[My First Year of B.Tech: Expectations vs. Reality]]></title>
      <link>https://engineering-journal.pages.dev/blog/my-first-year-of-btech</link>
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      <description><![CDATA[Reflecting on the transition into engineering at Integral University, Lucknow: the gap between initial assumptions, foundational coursework, and independent study habits.]]></description>
      <pubDate>Sat, 18 Oct 2025 00:00:00 GMT</pubDate>
      <category>My Engineering Journey</category>
      <author>mohdhamzah1308@gmail.com (Syed Mohammad Hamzah)</author>
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      <title><![CDATA[Why I Started Beyond the Algorithm: Notes from an Engineering Journey]]></title>
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      <description><![CDATA[Why I founded Beyond the Algorithm to document my journey as a 3rd-year B.Tech CSE student at Integral University exploring programming, Data Science, AI, and preparation for GATE DA 2027.]]></description>
      <pubDate>Fri, 10 Oct 2025 00:00:00 GMT</pubDate>
      <category>My Engineering Journey</category>
      <author>mohdhamzah1308@gmail.com (Syed Mohammad Hamzah)</author>
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