Learning Path

Start Here

Follow this structured path to master Google's patent-documented ranking systems.

The Journey

Module Overview

1. Semantic Search Origins

Duration: 30 minutes | Patents: 2

The foundation of everything. Learn how Sergey Brin's DIPRE algorithm laid the groundwork for the Knowledge Graph.

• DIPRE Pattern Extraction (US 6,678,681)
• Original Semantic Search concepts

Start Module 1 →

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2. Phrase-Based Indexing

Duration: 2 hours | Patents: 15

Anna Patterson's revolutionary work on phrase-based systems. This is why topical depth matters.

• Core Phrase Indexing (US 7,536,408)
• Phrase-Based Ranking (US 9,990,421)
• Spam Detection through phrase analysis
• Automatic taxonomy generation

Start Module 2 →

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3. Entity & Knowledge Graph

Duration: 2 hours | Patents: 13

How Google understands entities, their relationships, and their salience.

• Entity Salience Scoring (US 20150127617A1)
• Knowledge Graph construction
• Entity centrality in rankings

Start Module 3 →

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4. Query Understanding

Duration: 1.5 hours | Patents: 8

How Google interprets queries, from BERT to featured snippets.

• BERT Query Interpretation (US 20230334045A1)
• Information Gain Scoring (WO2020081082)
• Featured Snippet eligibility

Start Module 4 →

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5. Content Quality

Duration: 1 hour | Patents: 5

The Panda mechanism and site quality scoring explained.

• Panda Patent (US 9,135,307)
• N-gram Quality Prediction
• Content Clustering for authority

Start Module 5 →

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6. PageRank & Links

Duration: 1.5 hours | Patents: 6

Evolution from simple PageRank to sophisticated link evaluation.

• Original PageRank (US 6,285,999B1)
• Reasonable Surfer Model (US 8,117,209B1)
• Traffic-based link quality

Start Module 6 →

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7. User Behavior Signals

Duration: 1.5 hours | Patents: 8

How user interactions influence rankings.

• Click-Through Rate (US 10,229,166B1)
• Implicit Feedback (US 8,661,029B1)
• Watch Time and engagement

Start Module 7 →

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8. Modern Patents (2023+)

Duration: 1 hour | Patents: 8

The latest innovations in search technology.

• Compositional Query Processing
• Knowledge Panel contextualization
• Neural query expansion

Start Module 8 →

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Recommended Order

Best Practice

Complete modules in order. Each builds on concepts from previous modules.

After Completion

Once you've completed all modules:

1. Review the SOPs - Practical implementation guides
2. Use the Quick Reference - Look up specific patents
3. Ask the Chat Widget - Test your knowledge with questions