Topic 01
Semantic vs Lexical Search
Dono search paradigms (ways) ka difference samjho. Lexical search sirf words match karta hai jabke Semantic search meaning, context aur intent samajhta hai. Google ka mashoor "Things not Strings" concept.
String Matching
TF-IDF
Query Parsing
Intent
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Topic 02
Anatomy of an Entity
Entity kya hoti hai? Entity types, classes, aur associations ka full breakdown. Search engine kaise kisi entity ko identify karta hai? Practical examples ke saath.
Entity Types
Entity Classes
Associations
Context Shift
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Topic 03
Entity–Attribute–Value Model
EAV framework ka deep dive. Root, Rare aur Unique attributes ka concept — aur ye SEO content mein kaise apply hota hai. Apple is Red: entity, attribute, value.
Root Attributes
Rare Attributes
Unique Attributes
Open Schema
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Topic 04
Triples & Knowledge Graphs
Semantic Triples yaani Subject–Predicate–Object. Knowledge Base vs Knowledge Graph ka difference. Google ka Knowledge Base Trust research paper aur content optimization strategies.
S–P–O
Knowledge Base
Knowledge Graph
KB Trust
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Topic 05
Knowledge & Contextual Domains
Knowledge domain kaise banta hai? Contextual domains, query fan-out aur intent disambiguation. Long tail queries ko contextual layers ke through samjho. Pakistan ke real domain examples.
Knowledge Domain
Contextual Layers
Query Fan-out
Long Tail
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Topic 06
Schema.org Markup
Schema kya hota hai aur Google use kaise read karta hai? JSON-LD format, important schema types, aur Pakistan ke real-world examples ke saath complete guide. Rich snippets ka secret yahan hai.
JSON-LD
Rich Snippets
Organization
FAQ Schema
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Topic 07
Lexical Semantics
Alfazon ke darmiyan rishta — Hypernym, Hyponym, Synonym, Antonym, Meronym, Holonym. Query semantics, semantic distance, distributional aur sentential semantics. Frame semantics aur SRL ka practical SEO application.
Lexical Relations
Query Semantics
Frame Semantics
Semantic Distance
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Topic 08
Topical Map
Structured content strategy jo search engine ko topical authority clearly dikhaati hai. Koray Framework ke 5 fundamentals, 5-phase process, node validation, tools, aur Vitamin D example ke saath complete guide.
Koray Framework
Node Validation
Topical Authority
Content Strategy
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Topic 09
Schema Markup — Practical Deep Dive
Sirf theory nahi — practical implementation. JSON-LD kaise likhein, kaunse schema types kab use karein, aur real websites pe schema kaise test karein. Article, FAQ, HowTo, LocalBusiness — sab examples ke saath.
JSON-LD
Schema Types
Rich Results
Testing Tools
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Topic 10
FAQs & Q&A Sessions
Community members ke 47+ real questions — dono Q&A sessions se. Topical map format, canonical query, macro/micro depth, patternless publishing, ontology, query augmentation, schema aur zyada — sab Roman Urdu mein jawab.
Topical Map
Canonical Query
Publishing Strategy
Ontology
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