{
  "pages": [
    {
      "subject": "dl",
      "url": "https://deep-learning-study-room.vercel.app/",
      "html": "<!doctype html>\n<html lang=\"en\">\n<head>\n<meta charset=\"utf-8\"><meta name=\"viewport\" content=\"width=device-width, initial-scale=1\">\n<meta name=\"description\" content=\"Choose Deep Learning, Natural Language Processing, Intelligent Systems II, Computer Networks, Disaster Management or Advertising &amp; Public Relations. Technical notes, worked numerical examples, formulas and exam revision in one study room.\">\n<meta name=\"robots\" content=\"index, follow, max-image-preview:large, max-snippet:-1\"><meta name=\"theme-color\" content=\"#143c31\">\n<title>Study Room · Choose your subject</title>\n<script>document.documentElement.classList.toggle('subject-home-open', !/^#(?:mt2|tee)(?:\\/|$)/.test(location.hash));</script>\n<link rel=\"stylesheet\" href=\"style.css?v=bbf4843e8014\"><link rel=\"icon\" href=\"data:image/svg+xml,%3Csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 80 80'%3E%3Crect width='80' height='80' rx='22' fill='%23143c31'/%3E%3Ctext x='40' y='53' text-anchor='middle' font-family='Arial' font-size='36' fill='%23dcf69c'%3EDL%3C/text%3E%3C/svg%3E\">\n<link rel=\"stylesheet\" href=\"simple.css?v=3a1ba09dd9df\">\n<link rel=\"stylesheet\" href=\"reading.css?v=c73b833ec4ab\">\n<link rel=\"stylesheet\" href=\"typography.css?v=ddcd0813d9e1\">\n<link rel=\"stylesheet\" href=\"digest.css?v=5659abdd3ba3\">\n<link rel=\"stylesheet\" href=\"academic.css?v=700df029eb0b\">\n<link rel=\"stylesheet\" href=\"visuals.css?v=04aa23cdbb02\">\n<script defer src=\"data.js?v=d37afa0d0b5c\"></script><script defer src=\"reader.js?v=b20b181d71d1\"></script>\n<link rel=\"stylesheet\" href=\"subjects.css?v=c76e89510d4f\">\n<link rel=\"stylesheet\" href=\"home.css?v=adcfa4c37f7a\">\n<script defer src=\"home.js?v=6ae885634d39\"></script>\n<!-- crawl-discovery:start --><link rel=\"alternate\" type=\"text/markdown\" href=\"/exports/dl.md\" title=\"Complete subject text\"><link rel=\"sitemap\" type=\"application/xml\" href=\"/sitemap.xml\"><link rel=\"stylesheet\" href=\"/crawl-access.css?v=af19e3415423\"><!-- crawl-discovery:end -->\n</head>\n<body>\n<div id=\"subject-home\">\n  <a class=\"skip\" data-subject-skip href=\"#subject-main\">Skip to subjects</a>\n  <header class=\"subject-header\">\n    <a class=\"subject-brand\" href=\"./\" aria-label=\"Study Room home\">\n      <span class=\"subject-brand-icon\" aria-hidden=\"true\"><svg viewBox=\"0 0 32 32\" focusable=\"false\"><path d=\"M16 8c-4-3-8-3-12-2v18c4-1 8-1 12 2 4-3 8-3 12-2V6c-4-1-8-1-12 2Z\"/><path d=\"M16 8v18M8 11l4 1M8 16l4 1M20 12l4-1M20 17l4-1\"/></svg></span>\n      <span>STUDY ROOM<small>Your subject library</small></span>\n    </a>\n    <span class=\"subject-term\">Artificial Intelligence · Semester V</span>\n  </header>\n  <main id=\"subject-main\" tabindex=\"-1\">\n    <div class=\"subject-intro\">\n      <p class=\"subject-kicker\">Your subjects</p>\n      <h1>Choose your subject.</h1>\n      <p>Understand the concepts. Follow the worked solutions.<br class=\"subject-desktop-break\"> Build up to the exam questions, step by step.</p>\n    </div>\n    <a href=\"/viva/\" class=\"viva-entry\" style=\"display:block;margin:0 0 28px;padding:24px 28px;border-radius:16px;background:#173e35;color:#fffefa;text-decoration:none;line-height:1.5\"><span style=\"font-size:12px;letter-spacing:1.4px;text-transform:uppercase;color:#d9e7c9\">Viva preparation · NLP + MAD</span><strong style=\"display:block;font-family:Georgia,serif;font-size:clamp(23px,3vw,32px);margin:5px 0\">Start from zero. Explain it with confidence. →</strong><span style=\"font-size:15px;color:#e3e9df\">All labs, assignments, practicum and project explanations. Learn what, why, how and results — with diagrams and oral practice.</span></a>\n    <nav class=\"subject-grid\" aria-label=\"Subjects\">\n      <a class=\"subject-card subject-dl\" href=\"#mt2/home\" aria-labelledby=\"subject-dl-title\">\n        <span class=\"subject-monogram\" aria-hidden=\"true\">dl<span>·</span></span>\n        <div class=\"subject-card-copy\"><p class=\"subject-category\">Neural networks</p><h2 id=\"subject-dl-title\">Deep Learning</h2><p>Neurons, backpropagation, optimization and network architectures—with the maths shown.</p></div>\n        <div class=\"subject-card-bottom\"><span>MT2 &amp; TEE</span><strong>Open Deep Learning <span aria-hidden=\"true\">→</span></strong></div>\n      </a>\n      <a class=\"subject-card subject-nlp\" href=\"nlp/#m2/read/foundations/language\" aria-labelledby=\"subject-nlp-title\">\n        <span class=\"subject-monogram\" aria-hidden=\"true\">nlp<span>·</span></span>\n        <div class=\"subject-card-copy\"><p class=\"subject-category\">Language &amp; meaning</p><h2 id=\"subject-nlp-title\">Natural Language<br>Processing</h2><p>N-grams, HMMs, parsing and word senses—from the first definition to the full solution.</p></div>\n        <div class=\"subject-card-bottom\"><span>M2 &amp; TEE</span><strong>Open NLP <span aria-hidden=\"true\">→</span></strong></div>\n      </a>\n      <a class=\"subject-card subject-is2\" href=\"is2/#m2/read/m2-start/how-to-use\" aria-labelledby=\"subject-is2-title\">\n        <span class=\"subject-monogram\" aria-hidden=\"true\">is<span>²</span></span>\n        <div class=\"subject-card-copy\"><p class=\"subject-category\">Fuzzy · evolutionary · probabilistic</p><h2 id=\"subject-is2-title\">Intelligent<br>Systems II</h2><p>Start with the basics of fuzzy logic, GA and PSO. Follow complete worked solutions, then continue to all four TEE units.</p></div>\n        <div class=\"subject-card-bottom\"><span>M2 &amp; TEE</span><strong>Open IS-2 <span aria-hidden=\"true\">→</span></strong></div>\n      </a>\n      <a class=\"subject-card subject-dm\" href=\"dm/#m2/read/start/plan\" aria-labelledby=\"subject-dm-title\">\n        <span class=\"subject-monogram\" aria-hidden=\"true\">dm<span>·</span></span>\n        <div class=\"subject-card-copy\"><p class=\"subject-category\">Risk · preparedness · response</p><h2 id=\"subject-dm-title\">Disaster<br>Management</h2><p>Understand each hazard, follow clear diagrams and learn to write complete answers. Focused M2 notes and all five TEE units.</p></div>\n        <div class=\"subject-card-bottom\"><span>M2 &amp; TEE</span><strong>Open DM <span aria-hidden=\"true\">→</span></strong></div>\n      </a>\n      <a class=\"subject-card subject-apr\" href=\"apr/#m2/read/start/plan\" aria-labelledby=\"subject-apr-title\">\n        <span class=\"subject-monogram\" aria-hidden=\"true\">apr<span>·</span></span>\n        <div class=\"subject-card-copy\"><p class=\"subject-category\">Message · brands · relationships</p><h2 id=\"subject-apr-title\">Advertising &amp;<br>Public Relations</h2><p>Learn theories, comparisons and case answers through real examples. Prepare the media calculations asked within past-paper explanations. M2 and all five TEE units.</p></div>\n        <div class=\"subject-card-bottom\"><span>M2 &amp; TEE</span><strong>Open APR <span aria-hidden=\"true\">→</span></strong></div>\n      </a>\n      <a class=\"subject-card subject-cn\" href=\"cn/#m2/read/start/plan\" aria-labelledby=\"subject-cn-title\">\n        <span class=\"subject-monogram\" aria-hidden=\"true\">cn<span>·</span></span>\n        <div class=\"subject-card-copy\"><p class=\"subject-category\">Packets · addresses · routes</p><h2 id=\"subject-cn-title\">Computer<br>Networks</h2><p>Focused M2 notes and all six TEE units. Follow networking concepts, full numerical solutions, diagrams and solved past papers.</p></div>\n        <div class=\"subject-card-bottom\"><span>M2 &amp; TEE</span><strong>Open CN <span aria-hidden=\"true\">→</span></strong></div>\n      </a>\n    </nav>\n    <p class=\"subject-guidance\">Open a subject, choose your exam, and read the lessons in order.</p>\n    <p class=\"subject-guidance\"><a href=\"is2/#viva/read\">IS2 Labs &amp; viva · understand the code, logic and theory →</a></p>\n    <p class=\"subject-guidance\"><a href=\"/pyq-audit/\">Past-paper maps: every question, unit and original marks →</a></p>\n  </main>\n  <footer class=\"subject-footer\"><span>Study Room</span><span>Concepts · Formulas · Solved questions · Revision</span></footer>\n</div>\n<div id=\"dl-app\">\n<a class=\"skip\" data-subject-skip href=\"#main\">Skip to lesson</a>\n<header class=\"topbar\"><button class=\"brand\" data-action=\"home\" aria-label=\"Deep Learning overview\"><span class=\"brandmark\">dl<span>·</span></span><span>STUDY ROOM<small>Deep Learning</small></span></button><a class=\"subject-home-link\" href=\"./\" aria-label=\"Home: choose a subject\">Home</a><div class=\"route-switch\" aria-label=\"Choose examination\"><button data-action=\"route\" data-exam=\"mt2\">MT2 <span>Start here</span></button><button data-action=\"route\" data-exam=\"tee\">TEE <span>Full syllabus</span></button></div><a class=\"nlp-link\" href=\"nlp/\">NLP M2 &amp; TEE →</a><button id=\"timer\" class=\"timer\" data-action=\"timer\" title=\"Pause or resume the exam timer\">◷ <span id=\"timer-value\">20:00</span></button></header>\n<div class=\"shell\"><aside id=\"sidebar\"></aside><main id=\"main\" tabindex=\"-1\"></main></div>\n<div id=\"toast\" role=\"status\" aria-live=\"polite\"></div>\n<dialog id=\"search-dialog\"><form method=\"dialog\"><button class=\"close\" aria-label=\"Close search\">×</button></form><label for=\"search-input\">Find a concept or question</label><input id=\"search-input\" type=\"search\" placeholder=\"Try momentum, F25 Q6a, or dropout\" autocomplete=\"off\"><div id=\"search-results\"></div></dialog>\n<dialog id=\"diagram-dialog\" aria-label=\"Enlarged teaching diagram\"><form method=\"dialog\"><button class=\"close\" aria-label=\"Close diagram\">×</button></form><p></p><div class=\"diagram-toolbar\" role=\"group\" aria-label=\"Diagram size\"><button data-action=\"diagram-mode\" data-mode=\"fit\" aria-pressed=\"true\">Full diagram</button><button data-action=\"diagram-mode\" data-mode=\"labels\" aria-pressed=\"false\">Read labels</button></div><small class=\"zoom-instruction\">Scroll across or down to read every part. Choose Full diagram to see the whole flow.</small><div class=\"diagram-zoom\" tabindex=\"0\" aria-label=\"Diagram; use arrow keys to scroll when enlarged\"><img alt=\"\"></div></dialog>\n</div>\n<!-- crawl-access:start --><div class=\"crawl-access\"><a href=\"/read/dl/\">Read full text without JavaScript</a><span aria-hidden=\"true\"> · </span><a href=\"/read/\">All subjects & AI exports</a></div><!-- crawl-access:end -->\n</body></html>\n",
      "runtimeUrls": [
        "https://deep-learning-study-room.vercel.app/reader.js",
        "https://deep-learning-study-room.vercel.app/home.js"
      ]
    },
    {
      "subject": "nlp",
      "url": "https://deep-learning-study-room.vercel.app/nlp/",
      "html": "<!doctype html>\n<html lang=\"en\">\n<head>\n<meta charset=\"utf-8\"><meta name=\"viewport\" content=\"width=device-width,initial-scale=1\">\n<meta name=\"description\" content=\"Natural Language Processing: M2 numerical practice, complete TEE theory, worked papers and revision. Clear definitions and every calculation shown.\">\n<meta name=\"robots\" content=\"index, follow, max-image-preview:large, max-snippet:-1\"><meta name=\"theme-color\" content=\"#184d48\">\n<title>NLP · Study Room</title>\n<link rel=\"icon\" href=\"data:image/svg+xml,%3Csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 80 80'%3E%3Crect width='80' height='80' rx='18' fill='%23184d48'/%3E%3Ctext x='40' y='49' text-anchor='middle' font-family='Arial' font-size='26' fill='white'%3ENLP%3C/text%3E%3C/svg%3E\">\n<link rel=\"stylesheet\" href=\"style.css?v=7aaff00f4ee3\">\n<link rel=\"stylesheet\" href=\"../home.css?v=adcfa4c37f7a\">\n<script defer src=\"content.js?v=930563d6fc52\"></script><script defer src=\"videos.js?v=5d6f8524098e\"></script><script defer src=\"app.js?v=f9a2bbed9410\"></script>\n<!-- crawl-discovery:start --><link rel=\"alternate\" type=\"text/markdown\" href=\"/exports/nlp.md\" title=\"Complete subject text\"><link rel=\"sitemap\" type=\"application/xml\" href=\"/sitemap.xml\"><link rel=\"stylesheet\" href=\"/crawl-access.css?v=af19e3415423\"><!-- crawl-discovery:end -->\n</head>\n<body>\n<a class=\"skip\" href=\"#main\">Skip to lesson</a>\n<header class=\"topbar\"><a class=\"brand\" href=\"#m2/read\"><span class=\"brandmark\">nlp<span>·</span></span><span>STUDY ROOM<small>Natural Language Processing</small></span></a><a class=\"subject-home-link\" href=\"../\" aria-label=\"Home: choose a subject\">Home</a><div class=\"mode-switch\" aria-label=\"Choose exam\"><a href=\"#m2/read\" data-mode=\"m2\">M2 <small>Focused portion</small></a><a href=\"#tee/read\" data-mode=\"tee\">TEE <small>All 7 units</small></a></div><a class=\"other-subject\" href=\"../#mt2/home\">Deep Learning ↗</a></header>\n<nav class=\"tabs\" aria-label=\"Study tools\"></nav>\n<div class=\"layout\"><aside id=\"contents\"><label class=\"search-label\" for=\"search\">Find a topic</label><input id=\"search\" type=\"search\" placeholder=\"N-grams, Viterbi, WSD…\"><div id=\"toc\"></div></aside><main id=\"main\" tabindex=\"-1\"><article id=\"nlp-load-fallback\"><p class=\"eyebrow\">Natural Language Processing</p><h1 id=\"nlp-load-title\">Opening your notes…</h1><p id=\"nlp-load-message\" role=\"status\" aria-live=\"polite\">Your lesson will appear here in a moment. If it does not open, refresh this page.</p><p><a href=\"\" onclick=\"window.location.reload(); return false;\">Refresh notes</a> · <a href=\"../\">Choose a subject</a></p><noscript><p class=\"note\">The full text edition works without JavaScript. Use the full-text link below.</p></noscript></article></main></div>\n<button class=\"contents-toggle\" aria-expanded=\"false\" aria-controls=\"contents\">Contents</button>\n<footer class=\"site-footer\">NLP · AY 2026–27 · <a href=\"#m2/about\">Portion & sources</a></footer>\n<script>\n(()=>{\n function showLoadMessage(failed){\n  if(!document.getElementById('nlp-load-fallback'))return;\n  document.getElementById('nlp-load-title').textContent=failed?'Your notes could not open':'Your notes are taking longer to open';\n  document.getElementById('nlp-load-message').textContent=failed?'A lesson file did not load correctly. Check your connection and select Refresh notes to try again.':'Check your connection. You can wait a moment or select Refresh notes to try again.';\n }\n const waitTimer=window.setTimeout(()=>showLoadMessage(false),12000);\n window.addEventListener('load',()=>{window.clearTimeout(waitTimer);showLoadMessage(true)},{once:true});\n})();\n</script>\n<!-- crawl-access:start --><div class=\"crawl-access\"><a href=\"/read/nlp/\">Read full text without JavaScript</a><span aria-hidden=\"true\"> · </span><a href=\"/read/\">All subjects & AI exports</a></div><!-- crawl-access:end -->\n</body></html>\n",
      "runtimeUrls": [
        "https://deep-learning-study-room.vercel.app/nlp/app.js"
      ]
    },
    {
      "subject": "is2",
      "url": "https://deep-learning-study-room.vercel.app/is2/",
      "html": "<!doctype html>\n<html lang=\"en\">\n<head>\n<meta charset=\"utf-8\"><meta name=\"viewport\" content=\"width=device-width,initial-scale=1\">\n<meta name=\"description\" content=\"Intelligent Systems II: M2, TEE and separate lab viva preparation. Read concepts, worked solutions, program logic and code explanations step by step.\">\n<meta name=\"robots\" content=\"index, follow, max-image-preview:large, max-snippet:-1\"><meta name=\"theme-color\" content=\"#184d48\">\n<title>Intelligent Systems II · Study Room</title>\n<link rel=\"icon\" href=\"data:image/svg+xml,%3Csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 80 80'%3E%3Crect width='80' height='80' rx='18' fill='%23184d48'/%3E%3Ctext x='40' y='49' text-anchor='middle' font-family='Arial' font-size='26' fill='white'%3EIS2%3C/text%3E%3C/svg%3E\">\n<link rel=\"stylesheet\" href=\"style.css?v=709f7fb29785\">\n<link rel=\"stylesheet\" href=\"../home.css?v=adcfa4c37f7a\">\n<script defer src=\"content.js?v=f1437441922d\"></script><script defer src=\"app.js?v=ac6dfd60928b\"></script>\n<!-- crawl-discovery:start --><link rel=\"alternate\" type=\"text/markdown\" href=\"/exports/is2.md\" title=\"Complete subject text\"><link rel=\"sitemap\" type=\"application/xml\" href=\"/sitemap.xml\"><link rel=\"stylesheet\" href=\"/crawl-access.css?v=af19e3415423\"><!-- crawl-discovery:end -->\n</head>\n<body>\n<a class=\"skip\" href=\"#main\">Skip to lesson</a>\n<header class=\"topbar\"><a class=\"brand\" href=\"#m2/read\"><span class=\"brandmark\">is<span>²</span></span><span>STUDY ROOM<small>Intelligent Systems II</small></span></a><a class=\"subject-home-link\" href=\"../\" aria-label=\"Home: choose a subject\">Home</a><div class=\"mode-switch\" aria-label=\"Choose preparation\"><a href=\"#m2/read\" data-mode=\"m2\">M2 <small>Fuzzy · GA · PSO</small></a><a href=\"#tee/read\" data-mode=\"tee\">TEE <small>All 4 units</small></a><a href=\"#viva/read\" data-mode=\"viva\">Labs &amp; viva <small>Code · logic · theory</small></a></div></header>\n<nav class=\"tabs\" aria-label=\"Study tools\"></nav>\n<div class=\"layout\"><aside id=\"contents\"><label class=\"search-label\" for=\"search\">Find a topic</label><input id=\"search\" type=\"search\" placeholder=\"Mamdani, PSO, crossover…\"><div id=\"toc\"></div></aside><main id=\"main\" tabindex=\"-1\"><article id=\"load-fallback\"><p class=\"eyebrow\">Intelligent Systems II</p><h1 id=\"load-title\">Opening your notes…</h1><p id=\"load-message\" role=\"status\" aria-live=\"polite\">Your lesson will appear here in a moment. If it does not open, refresh this page.</p><p><a href=\"\" onclick=\"window.location.reload(); return false;\">Refresh notes</a> · <a href=\"../\">Choose a subject</a></p><noscript><p class=\"note\">The full text edition works without JavaScript. Use the full-text link below.</p></noscript></article></main></div>\n<button class=\"contents-toggle\" aria-expanded=\"false\" aria-controls=\"contents\">Contents</button>\n<footer class=\"site-footer\">Intelligent Systems II · AY 2026–27 · <a href=\"#m2/about\">Portion &amp; sources</a></footer>\n<script>\n(()=>{\n function showLoadMessage(failed){\n  if(!document.getElementById('load-fallback'))return;\n  document.getElementById('load-title').textContent=failed?'Your notes could not open':'Your notes are taking longer to open';\n  document.getElementById('load-message').textContent=failed?'A lesson file did not load correctly. Check your connection and select Refresh notes to try again.':'Check your connection. You can wait a moment or select Refresh notes to try again.';\n }\n const waitTimer=window.setTimeout(()=>showLoadMessage(false),12000);\n window.addEventListener('load',()=>{window.clearTimeout(waitTimer);showLoadMessage(true)},{once:true});\n})();\n</script>\n<!-- crawl-access:start --><div class=\"crawl-access\"><a href=\"/read/is2/\">Read full text without JavaScript</a><span aria-hidden=\"true\"> · </span><a href=\"/read/\">All subjects & AI exports</a></div><!-- crawl-access:end -->\n</body></html>\n",
      "runtimeUrls": [
        "https://deep-learning-study-room.vercel.app/is2/app.js"
      ]
    },
    {
      "subject": "cn",
      "url": "https://deep-learning-study-room.vercel.app/cn/",
      "html": "<!doctype html>\n<html lang=\"en\">\n<head>\n<meta charset=\"utf-8\"><meta name=\"viewport\" content=\"width=device-width,initial-scale=1\">\n<meta name=\"description\" content=\"Computer Networks: full six-unit TEE course, two complete solved papers, worked numerical examples and full mocks; M2 from ALOHA through Unit 4.\">\n<meta name=\"robots\" content=\"index, follow, max-image-preview:large, max-snippet:-1\"><meta name=\"theme-color\" content=\"#184d48\">\n<title>Computer Networks · Study Room</title>\n<link rel=\"icon\" href=\"data:image/svg+xml,%3Csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 80 80'%3E%3Crect width='80' height='80' rx='18' fill='%23184d48'/%3E%3Ctext x='40' y='49' text-anchor='middle' font-family='Arial' font-size='26' fill='white'%3ECN%3C/text%3E%3C/svg%3E\">\n<link rel=\"stylesheet\" href=\"style.css?v=5133a6148028\">\n<link rel=\"stylesheet\" href=\"../home.css?v=adcfa4c37f7a\">\n<script defer src=\"content.js?v=5c59abc3821b\"></script><script defer src=\"app.js?v=796f7cb934bb\"></script>\n<!-- crawl-discovery:start --><link rel=\"alternate\" type=\"text/markdown\" href=\"/exports/cn.md\" title=\"Complete subject text\"><link rel=\"sitemap\" type=\"application/xml\" href=\"/sitemap.xml\"><link rel=\"stylesheet\" href=\"/crawl-access.css?v=af19e3415423\"><!-- crawl-discovery:end -->\n</head>\n<body>\n<a class=\"skip\" href=\"#main\">Skip to lesson</a>\n<header class=\"topbar\"><a class=\"brand\" href=\"#tee/read\"><span class=\"brandmark\">cn<span>·</span></span><span>STUDY ROOM<small>Computer Networks</small></span></a><a class=\"subject-home-link\" href=\"../\" aria-label=\"Home: choose a subject\">Home</a><div class=\"mode-switch\" aria-label=\"Choose exam\"><a href=\"#m2/read\" data-mode=\"m2\">M2 <small>ALOHA → Unit 4</small></a><a href=\"#tee/read\" data-mode=\"tee\">TEE <small>Full syllabus</small></a></div></header>\n<nav class=\"tabs\" aria-label=\"Study tools\"></nav>\n<div class=\"layout\"><aside id=\"contents\"><label class=\"search-label\" for=\"search\">Find a topic</label><input id=\"search\" type=\"search\" placeholder=\"ALOHA, subnetting, Dijkstra…\"><div id=\"toc\"></div></aside><main id=\"main\" tabindex=\"-1\"><article id=\"load-fallback\"><p class=\"eyebrow\">Computer Networks</p><h1 id=\"load-title\">Opening your notes…</h1><p id=\"load-message\" role=\"status\" aria-live=\"polite\">Your lesson will appear here in a moment. If it does not open, refresh this page.</p><p><a href=\"\" onclick=\"window.location.reload(); return false;\">Refresh notes</a> · <a href=\"../\">Choose a subject</a></p><noscript><p class=\"note\">The full text edition works without JavaScript. Use the full-text link below.</p></noscript></article></main></div>\n<button class=\"contents-toggle\" aria-expanded=\"false\" aria-controls=\"contents\">Contents</button>\n<footer class=\"site-footer\">Computer Networks · AY 2026–27 · <a href=\"#m2/about\">Portion &amp; sources</a></footer>\n<script>\n(()=>{\n function showLoadMessage(failed){\n  if(!document.getElementById('load-fallback'))return;\n  document.getElementById('load-title').textContent=failed?'Your notes could not open':'Your notes are taking longer to open';\n  document.getElementById('load-message').textContent=failed?'A lesson file did not load correctly. Check your connection and select Refresh notes to try again.':'Check your connection. You can wait a moment or select Refresh notes to try again.';\n }\n const waitTimer=window.setTimeout(()=>showLoadMessage(false),12000);\n window.addEventListener('load',()=>{window.clearTimeout(waitTimer);showLoadMessage(true)},{once:true});\n})();\n</script>\n<!-- crawl-access:start --><div class=\"crawl-access\"><a href=\"/read/cn/\">Read full text without JavaScript</a><span aria-hidden=\"true\"> · </span><a href=\"/read/\">All subjects & AI exports</a></div><!-- crawl-access:end -->\n</body></html>\n",
      "runtimeUrls": [
        "https://deep-learning-study-room.vercel.app/cn/app.js"
      ]
    },
    {
      "subject": "dm",
      "url": "https://deep-learning-study-room.vercel.app/dm/",
      "html": "<!doctype html>\n<html lang=\"en\">\n<head>\n<meta charset=\"utf-8\"><meta name=\"viewport\" content=\"width=device-width,initial-scale=1\">\n<meta name=\"description\" content=\"Disaster Management: M2 notes and complete five-unit TEE preparation: explained concepts, diagrams, solved papers and revision.\">\n<meta name=\"robots\" content=\"index, follow, max-image-preview:large, max-snippet:-1\"><meta name=\"theme-color\" content=\"#184d48\">\n<title>Disaster Management · Study Room</title>\n<link rel=\"icon\" href=\"data:image/svg+xml,%3Csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 80 80'%3E%3Crect width='80' height='80' rx='18' fill='%23184d48'/%3E%3Ctext x='40' y='49' text-anchor='middle' font-family='Arial' font-size='26' fill='white'%3EDM%3C/text%3E%3C/svg%3E\">\n<link rel=\"stylesheet\" href=\"style.css?v=5133a6148028\">\n<link rel=\"stylesheet\" href=\"../home.css?v=adcfa4c37f7a\">\n<script defer src=\"content.js?v=da080aa8aa58\"></script><script defer src=\"app.js?v=235909203fc2\"></script>\n<!-- crawl-discovery:start --><link rel=\"alternate\" type=\"text/markdown\" href=\"/exports/dm.md\" title=\"Complete subject text\"><link rel=\"sitemap\" type=\"application/xml\" href=\"/sitemap.xml\"><link rel=\"stylesheet\" href=\"/crawl-access.css?v=af19e3415423\"><!-- crawl-discovery:end -->\n</head>\n<body>\n<a class=\"skip\" href=\"#main\">Skip to lesson</a>\n<header class=\"topbar\"><a class=\"brand\" href=\"#m2/read\"><span class=\"brandmark\">dm<span>·</span></span><span>STUDY ROOM<small>Disaster Management</small></span></a><a class=\"subject-home-link\" href=\"../\" aria-label=\"Home: choose a subject\">Home</a><div class=\"mode-switch\" aria-label=\"Choose exam\"><a href=\"#m2/read\" data-mode=\"m2\">M2 <small>PPT-focused</small></a><a href=\"#tee/read\" data-mode=\"tee\">TEE <small>All 5 units</small></a></div></header>\n<nav class=\"tabs\" aria-label=\"Study tools\"></nav>\n<div class=\"layout\"><aside id=\"contents\"><label class=\"search-label\" for=\"search\">Find a topic</label><input id=\"search\" type=\"search\" placeholder=\"Earthquakes, floods, ethics, GIS…\"><div id=\"toc\"></div></aside><main id=\"main\" tabindex=\"-1\"><article id=\"load-fallback\"><p class=\"eyebrow\">Disaster Management</p><h1 id=\"load-title\">Opening your notes…</h1><p id=\"load-message\" role=\"status\" aria-live=\"polite\">Your lesson will appear here in a moment. If it does not open, refresh this page.</p><p><a href=\"\" onclick=\"window.location.reload(); return false;\">Refresh notes</a> · <a href=\"../\">Choose a subject</a></p><noscript><p class=\"note\">The full text edition works without JavaScript. Use the full-text link below.</p></noscript></article></main></div>\n<button class=\"contents-toggle\" aria-expanded=\"false\" aria-controls=\"contents\">Contents</button>\n<footer class=\"site-footer\">Disaster Management · AY 2026–27 · <a href=\"#m2/about\">Portion &amp; sources</a></footer>\n<script>\n(()=>{\n function showLoadMessage(failed){\n  if(!document.getElementById('load-fallback'))return;\n  document.getElementById('load-title').textContent=failed?'Your notes could not open':'Your notes are taking longer to open';\n  document.getElementById('load-message').textContent=failed?'A lesson file did not load correctly. Check your connection and select Refresh notes to try again.':'Check your connection. You can wait a moment or select Refresh notes to try again.';\n }\n const waitTimer=window.setTimeout(()=>showLoadMessage(false),12000);\n window.addEventListener('load',()=>{window.clearTimeout(waitTimer);showLoadMessage(true)},{once:true});\n})();\n</script>\n<!-- crawl-access:start --><div class=\"crawl-access\"><a href=\"/read/dm/\">Read full text without JavaScript</a><span aria-hidden=\"true\"> · </span><a href=\"/read/\">All subjects & AI exports</a></div><!-- crawl-access:end -->\n</body></html>\n",
      "runtimeUrls": [
        "https://deep-learning-study-room.vercel.app/dm/app.js"
      ]
    },
    {
      "subject": "apr",
      "url": "https://deep-learning-study-room.vercel.app/apr/",
      "html": "<!doctype html>\n<html lang=\"en\">\n<head>\n<meta charset=\"utf-8\"><meta name=\"viewport\" content=\"width=device-width,initial-scale=1\">\n<meta name=\"description\" content=\"Advertising &amp; Public Relations: APR M2 and all five TEE units: theories, models, brands, media numericals, PR and solved papers.\">\n<meta name=\"robots\" content=\"index, follow, max-image-preview:large, max-snippet:-1\"><meta name=\"theme-color\" content=\"#184d48\">\n<title>Advertising &amp; Public Relations · Study Room</title>\n<link rel=\"icon\" href=\"data:image/svg+xml,%3Csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 80 80'%3E%3Crect width='80' height='80' rx='18' fill='%23184d48'/%3E%3Ctext x='40' y='49' text-anchor='middle' font-family='Arial' font-size='26' fill='white'%3EAPR%3C/text%3E%3C/svg%3E\">\n<link rel=\"stylesheet\" href=\"style.css?v=5133a6148028\">\n<link rel=\"stylesheet\" href=\"../home.css?v=adcfa4c37f7a\">\n<script defer src=\"content.js?v=d3b08bc14114\"></script><script defer src=\"app.js?v=2bea74a33619\"></script>\n<!-- crawl-discovery:start --><link rel=\"alternate\" type=\"text/markdown\" href=\"/exports/apr.md\" title=\"Complete subject text\"><link rel=\"sitemap\" type=\"application/xml\" href=\"/sitemap.xml\"><link rel=\"stylesheet\" href=\"/crawl-access.css?v=af19e3415423\"><!-- crawl-discovery:end -->\n</head>\n<body>\n<a class=\"skip\" href=\"#main\">Skip to lesson</a>\n<header class=\"topbar\"><a class=\"brand\" href=\"#m2/read\"><span class=\"brandmark\">apr<span>·</span></span><span>STUDY ROOM<small>Advertising &amp; Public Relations</small></span></a><a class=\"subject-home-link\" href=\"../\" aria-label=\"Home: choose a subject\">Home</a><div class=\"mode-switch\" aria-label=\"Choose exam\"><a href=\"#m2/read\" data-mode=\"m2\">M2 <small>Confirmed portion</small></a><a href=\"#tee/read\" data-mode=\"tee\">TEE <small>All 5 units</small></a></div></header>\n<nav class=\"tabs\" aria-label=\"Study tools\"></nav>\n<div class=\"layout\"><aside id=\"contents\"><label class=\"search-label\" for=\"search\">Find a topic</label><input id=\"search\" type=\"search\" placeholder=\"AIDA, brands, media, PR…\"><div id=\"toc\"></div></aside><main id=\"main\" tabindex=\"-1\"><article id=\"load-fallback\"><p class=\"eyebrow\">Advertising &amp; Public Relations</p><h1 id=\"load-title\">Opening your notes…</h1><p id=\"load-message\" role=\"status\" aria-live=\"polite\">Your lesson will appear here in a moment. If it does not open, refresh this page.</p><p><a href=\"\" onclick=\"window.location.reload(); return false;\">Refresh notes</a> · <a href=\"../\">Choose a subject</a></p><noscript><p class=\"note\">The full text edition works without JavaScript. Use the full-text link below.</p></noscript></article></main></div>\n<button class=\"contents-toggle\" aria-expanded=\"false\" aria-controls=\"contents\">Contents</button>\n<footer class=\"site-footer\">Advertising &amp; Public Relations · AY 2026–27 · <a href=\"#m2/about\">Portion &amp; sources</a></footer>\n<script>\n(()=>{\n function showLoadMessage(failed){\n  if(!document.getElementById('load-fallback'))return;\n  document.getElementById('load-title').textContent=failed?'Your notes could not open':'Your notes are taking longer to open';\n  document.getElementById('load-message').textContent=failed?'A lesson file did not load correctly. Check your connection and select Refresh notes to try again.':'Check your connection. You can wait a moment or select Refresh notes to try again.';\n }\n const waitTimer=window.setTimeout(()=>showLoadMessage(false),12000);\n window.addEventListener('load',()=>{window.clearTimeout(waitTimer);showLoadMessage(true)},{once:true});\n})();\n</script>\n<!-- crawl-access:start --><div class=\"crawl-access\"><a href=\"/read/apr/\">Read full text without JavaScript</a><span aria-hidden=\"true\"> · </span><a href=\"/read/\">All subjects & AI exports</a></div><!-- crawl-access:end -->\n</body></html>\n",
      "runtimeUrls": [
        "https://deep-learning-study-room.vercel.app/apr/app.js"
      ]
    },
    {
      "subject": "all",
      "url": "https://deep-learning-study-room.vercel.app/pyq-audit/",
      "html": "<!doctype html>\n<html lang=\"en\"><head><meta charset=\"utf-8\"><meta name=\"viewport\" content=\"width=device-width,initial-scale=1\"><title>Past-paper maps · Study Room</title><meta name=\"description\" content=\"Every recovered past-paper question mapped to its current unit, topic, original marks and answer, across six subjects. Missing sources and historical exclusions stay visible.\"><meta name=\"robots\" content=\"index, follow\"><meta name=\"theme-color\" content=\"#143c31\"><link rel=\"canonical\" href=\"https://deep-learning-study-room.vercel.app/pyq-audit/\"><style>\n*{box-sizing:border-box}body{margin:0;background:#f7f8f3;color:#173b33;font:18px/1.65 system-ui,-apple-system,Segoe UI,sans-serif}a{color:#125c4a;text-underline-offset:.22em}a:hover{text-decoration-thickness:2px}a:focus-visible{outline:3px solid #c87832;outline-offset:5px}header,main,footer{max-width:1120px;margin:auto;padding:26px 28px}header{border-bottom:1px solid #d7e1da;display:flex;justify-content:space-between;gap:20px}header a{font-weight:700}header span{font-size:14px;color:#526b63}.intro{max-width:790px;padding:20px 0 26px}.eyebrow,.subject{font-size:13px;letter-spacing:.1em;text-transform:uppercase;font-weight:750;color:#527268}h1{font-size:clamp(32px,5.3vw,50px);line-height:1.15;margin:14px 0 20px;letter-spacing:-.03em}h2{font-size:25px;line-height:1.3;margin:8px 0 16px}p{margin:10px 0 16px}.lead{font-size:21px}.total{display:inline-block;background:#e4eee8;padding:9px 15px;border-radius:8px;font-weight:650}.grid{display:grid;grid-template-columns:repeat(2,minmax(0,1fr));gap:22px}article{background:#fff;border:1px solid #d6e2da;border-radius:14px;padding:26px;display:flex;flex-direction:column}article>p:not(.subject):not(.count):not(.dates){font-size:16px;line-height:1.65}.count{font-weight:700;margin-bottom:0}.count span{color:#9aada2;margin:0 6px}.dates{font-size:14px;color:#526b63;margin-top:2px}.links{margin-top:auto;padding-top:16px;display:grid;gap:12px;font-size:15px}.primary{font-weight:700}.bounds{margin:36px 0 12px;background:#eef3ef;border-left:4px solid #365f50;border-radius:4px;padding:22px 26px}.bounds h2{font-size:23px}.bounds li{margin:12px 0;font-size:16px}.bounds ul{padding-left:22px}footer{font-size:14px;color:#526b63;border-top:1px solid #d7e1da;margin-top:20px}.skip{position:absolute;left:-10000px}.skip:focus{left:15px;top:10px;background:#fff;padding:10px;z-index:2}@media(max-width:680px){header,main,footer{padding:20px}.grid{grid-template-columns:1fr}article{padding:23px}.intro{padding-top:10px}header span{max-width:130px;text-align:right}.bounds{padding:19px}body{font-size:17px}}@media(prefers-reduced-motion:reduce){*{scroll-behavior:auto}}\n</style></head><body><a class=\"skip\" href=\"#main\">Skip to paper maps</a><header><a href=\"/\">Study Room</a><span>Semester V · AY 2026–27</span></header><main id=\"main\"><section class=\"intro\"><p class=\"eyebrow\">Past-paper question maps</p><h1>See exactly what was asked.</h1><p class=\"lead\">Choose a subject to find each recovered question, its current syllabus unit, original marks and the linked answer.</p><p class=\"total\">58 distinct papers · 960 mapped question parts</p><p>These are inventory counts, not a claim that every recorded task is current or fully solvable. Historical exclusions, uncertain marks and a missing source page are shown below.</p></section><div class=\"grid\"><article aria-labelledby=\"is2\"><p class=\"subject\">IS2</p><h2 id=\"is2\">Intelligent Systems II</h2><p class=\"count\">5 papers <span>·</span> 84 mapped parts</p><p class=\"dates\">2024-04-17 to 2026-01-31</p><p>Original data errors and missing design choices are stated beside the answers. Conditional calculations use declared assumptions; no missing input is silently presented as a printed fact.</p><div class=\"links\"><a class=\"primary\" href=\"/is2/#tee/read/tee-start/question-map\">Open question, unit &amp; marks map <span aria-hidden=\"true\">→</span></a><a href=\"/is2/pyq-analysis.json\" download>Download complete JSON map</a></div></article><article aria-labelledby=\"cn\"><p class=\"subject\">CN</p><h2 id=\"cn\">Computer Networks</h2><p class=\"count\">12 papers <span>·</span> 234 mapped parts</p><p class=\"dates\">2022-11-16 to 2026-02-04</p><p>28 historical parts are outside the current syllabus; 1 part mixes current and historical content. One scan is missing page 6, leaving 1 recorded continuation unavailable. Same-date variants stay separate.</p><div class=\"links\"><a class=\"primary\" href=\"/cn/#tee/papers/tee-pyq-guide/question-map\">Open question, unit &amp; marks map <span aria-hidden=\"true\">→</span></a><a href=\"/cn/pyq-analysis.json\" download>Download complete JSON map</a></div></article><article aria-labelledby=\"dl\"><p class=\"subject\">DL</p><h2 id=\"dl\">Deep Learning</h2><p class=\"count\">7 papers <span>·</span> 115 mapped parts</p><p class=\"dates\">2022-11-19 to 2026-02-10</p><p>Two original parts mix current topics with historical tasks. Their original whole-part marks remain visible; the current-only share is not guessed. Missing numerical inputs and conventions are disclosed beside the solutions.</p><div class=\"links\"><a class=\"primary\" href=\"/#tee/guide/1\">Open question, unit &amp; marks map <span aria-hidden=\"true\">→</span></a><a href=\"/pyq-analysis.json\" download>Download complete JSON map</a></div></article><article aria-labelledby=\"nlp\"><p class=\"subject\">NLP</p><h2 id=\"nlp\">Natural Language Processing</h2><p class=\"count\">8 papers <span>·</span> 133 mapped parts</p><p class=\"dates\">2022-11-22 to 2026-02-09</p><p>8 individual allocations are unprinted. December 2023 offers 120 marks rather than 140. Doc2Vec is labelled as a historical named-method extension; numerical counting conventions remain explicit.</p><div class=\"links\"><a class=\"primary\" href=\"/nlp/#tee/about/pyq-analysis/all-papers\">Open question, unit &amp; marks map <span aria-hidden=\"true\">→</span></a><a href=\"/nlp/pyq-analysis.json\" download>Download complete JSON map</a></div></article><article aria-labelledby=\"dm\"><p class=\"subject\">DM</p><h2 id=\"dm\">Disaster Management</h2><p class=\"count\">12 papers <span>·</span> 194 mapped parts</p><p class=\"dates\">2022-12-01 to 2026-07-10</p><p>Every recorded part has printed marks. No standalone supplied-data numerical was found in these papers. A missing class-specific case narrative and unverified historical operation details remain qualified.</p><div class=\"links\"><a class=\"primary\" href=\"/dm/#tee/papers/paper-guide/all-pyq-patterns\">Open question, unit &amp; marks map <span aria-hidden=\"true\">→</span></a><a href=\"/dm/pyq-analysis.json\" download>Download complete JSON map</a></div></article><article aria-labelledby=\"apr\"><p class=\"subject\">APR</p><h2 id=\"apr\">Advertising &amp; Public Relations</h2><p class=\"count\">14 papers <span>·</span> 200 mapped parts</p><p class=\"dates\">2022-12-02 to 2026-07-11</p><p>14 individual mark allocations are unprinted or conflicting. Faculty case narratives not supplied are identified in the answers. Media calculation examples inside explanations are distinguished from standalone PYQ numericals.</p><div class=\"links\"><a class=\"primary\" href=\"/apr/#tee/papers/paper-guide/all-pyq-patterns\">Open question, unit &amp; marks map <span aria-hidden=\"true\">→</span></a><a href=\"/apr/pyq-analysis.json\" download>Download complete JSON map</a></div></article></div><section class=\"bounds\" aria-labelledby=\"bounds\"><h2 id=\"bounds\">Read the marks correctly</h2><ul><li><strong>Offered is not attempted.</strong> A paper can print 140 marks of choices while requiring 100. The exact choice instructions and historical exceptions are listed per paper.</li><li><strong>Printed marks stay printed marks.</strong> Blank or conflicting individual allocations stay unknown. Mixed-unit questions keep one allocation; no artificial split or repeated counting is added.</li><li><strong>Latest first, older for variation.</strong> Repetition is past evidence, not a prediction. A topic remains required when the current syllabus includes it, even if the recovered papers do not ask it.</li><li><strong>Different variants are different papers.</strong> Duplicate scans count once. Distinct programme or batch papers on the same date remain separate.</li><li><strong>Examples have a source label.</strong> Actual PYQs, faculty worked examples and authored optional practice are different categories. Explanatory arithmetic is not counted as an exam numerical unless the original question supplies that task.</li><li><strong>Evidence has limits.</strong> These maps cover the recovered sources supplied for this study room. They do not claim to contain papers never supplied, missing pages, unpublished faculty case narratives or verified video narration.</li></ul></section><p><a href=\"/read/\">Read the study content without JavaScript</a> · <a href=\"/llms.txt\">AI reading index</a></p></main><footer>Mapping checked 14 October 2026. Follow the links for full questions and answers; use the current syllabus to set your preparation scope.</footer></body></html>\n",
      "runtimeUrls": []
    }
  ]
}
