Diagram and MicroSim Details

Total Visual Elements: 43 Diagrams: 30 MicroSims: 6

Chapter 4: Large Language Models Tokenization

Total elements: 2

Byte Pair Encoding Merge Process

• Type: Diagram
• Bloom's Taxonomy: Not specified
• UI Elements: 1
• Difficulty: Easy

Transformer Architecture for Language Models

• Type: Diagram
• Bloom's Taxonomy: Not specified
• UI Elements: 3
• Difficulty: Easy

Chapter 5: Embeddings Vector Databases

Total elements: 5

Dimensionality Reduction Visualization

• Type: Microsim
• Bloom's Taxonomy: Not specified
• UI Elements: 10
• Difficulty: Hard

Embedding Model Comparison

• Type: Diagram
• Bloom's Taxonomy: Not specified
• UI Elements: 7
• Difficulty: Medium

Vector Database Architecture Comparison

• Type: Diagram
• Bloom's Taxonomy: Not specified
• UI Elements: 2
• Difficulty: Medium

Vector Index Comparison

• Type: Diagram
• Bloom's Taxonomy: Not specified
• UI Elements: 10
• Difficulty: Hard

Word Embedding Vector Space Visualization

• Type: Diagram
• Bloom's Taxonomy: Not specified
• UI Elements: 0
• Difficulty: Easy

Chapter 6: Building Chatbots Intent

Total elements: 6

Dialog System State Machine

• Type: Diagram
• Bloom's Taxonomy: Not specified
• UI Elements: 5
• Difficulty: Easy

Entity Extraction Architecture

• Type: Diagram
• Bloom's Taxonomy: Not specified
• UI Elements: 1
• Difficulty: Easy

FAQ System Architecture

• Type: Diagram
• Bloom's Taxonomy: Not specified
• UI Elements: 1
• Difficulty: Easy

Intent Classification Pipeline

• Type: Diagram
• Bloom's Taxonomy: Not specified
• UI Elements: 3
• Difficulty: Easy

Named Entity Recognition with BIO Tagging

• Type: Microsim
• Bloom's Taxonomy: Not specified
• UI Elements: 13
• Difficulty: Medium

User Query Components

• Type: Diagram
• Bloom's Taxonomy: Not specified
• UI Elements: 1
• Difficulty: Easy

Chapter 7: Chatbot Frameworks Ui

Total elements: 8

Chat Widget Integration Patterns

• Type: Diagram
• Bloom's Taxonomy: Not specified
• UI Elements: 1
• Difficulty: Easy

Context Management State Machine

• Type: Diagram
• Bloom's Taxonomy: Not specified
• UI Elements: 0
• Difficulty: Easy

Framework Comparison Matrix

• Type: Unknown
• Bloom's Taxonomy: Not specified
• UI Elements: 1
• Difficulty: Easy

LangChain Agent Architecture

• Type: Microsim
• Bloom's Taxonomy: Not specified
• UI Elements: 15
• Difficulty: Hard

Latency Waterfall Visualization

• Type: Unknown
• Bloom's Taxonomy: Not specified
• UI Elements: 0
• Difficulty: Easy

Rasa Architecture Components

• Type: Diagram
• Bloom's Taxonomy: Not specified
• UI Elements: 2
• Difficulty: Easy

React Chat Component Architecture

• Type: Diagram
• Bloom's Taxonomy: Not specified
• UI Elements: 7
• Difficulty: Medium

Response Generation Architecture

• Type: Diagram
• Bloom's Taxonomy: Not specified
• UI Elements: 4
• Difficulty: Easy

Chapter 8: User Feedback Improvement

Total elements: 6

AI Flywheel Visualization

• Type: Diagram
• Bloom's Taxonomy: Not specified
• UI Elements: 0
• Difficulty: Easy

Chat Interface Anatomy

• Type: Diagram
• Bloom's Taxonomy: Not specified
• UI Elements: 16
• Difficulty: Medium

Feedback Button UI Patterns

• Type: Diagram
• Bloom's Taxonomy: Not specified
• UI Elements: 5
• Difficulty: Medium

Feedback Loop System Architecture

• Type: Diagram
• Bloom's Taxonomy: Not specified
• UI Elements: 0
• Difficulty: Easy

Personalization Decision Tree

• Type: Unknown
• Bloom's Taxonomy: Not specified
• UI Elements: 1
• Difficulty: Easy

User Context Data Model

• Type: Unknown
• Bloom's Taxonomy: Not specified
• UI Elements: 1
• Difficulty: Easy

Chapter 9: Rag Pattern

Total elements: 4

Knowledge Source Categories

• Type: Diagram
• Bloom's Taxonomy: Not specified
• UI Elements: 0
• Difficulty: Easy

RAG Limitations Overview

• Type: Unknown
• Bloom's Taxonomy: Not specified
• UI Elements: 0
• Difficulty: Easy

RAG MicroSim

• Type: Microsim
• Bloom's Taxonomy: Not specified
• UI Elements: 20
• Difficulty: Hard

RAG Three-Step Process

• Type: Diagram
• Bloom's Taxonomy: Not specified
• UI Elements: 1
• Difficulty: Easy

Chapter 10: Knowledge Graphs Graphrag

Total elements: 4

Corporate Nervous System in Action

• Type: Microsim
• Bloom's Taxonomy: Not specified
• UI Elements: 21
• Difficulty: Very Hard

Cypher Query Visualization

• Type: Microsim
• Bloom's Taxonomy: Not specified
• UI Elements: 15
• Difficulty: Hard

Graph Data Model Visualization

• Type: Unknown
• Bloom's Taxonomy: Not specified
• UI Elements: 7
• Difficulty: Medium

RAG vs GraphRAG Architecture Comparison

• Type: Diagram
• Bloom's Taxonomy: Not specified
• UI Elements: 0
• Difficulty: Medium

Chapter 11: Nlp Pipelines Processing

Total elements: 4

Dependency Parse Tree

• Type: Diagram
• Bloom's Taxonomy: Not specified
• UI Elements: 0
• Difficulty: Easy

NLP Pipeline Architecture

• Type: Diagram
• Bloom's Taxonomy: Not specified
• UI Elements: 2
• Difficulty: Easy

POS Tagging Process Flow

• Type: Unknown
• Bloom's Taxonomy: Not specified
• UI Elements: 2
• Difficulty: Easy

Production Pipeline Architecture

• Type: Diagram
• Bloom's Taxonomy: Not specified
• UI Elements: 3
• Difficulty: Easy

Chapter 12: Database Queries Parameters

Total elements: 2

Natural Language to SQL Conversion Pipeline

• Type: Diagram
• Bloom's Taxonomy: Not specified
• UI Elements: 2
• Difficulty: Easy

Query Template Matching Flow

• Type: Diagram
• Bloom's Taxonomy: Not specified
• UI Elements: 2
• Difficulty: Easy

Chapter 13: Security Privacy Users

Total elements: 1

RBAC Architecture

• Type: Diagram
• Bloom's Taxonomy: Not specified
• UI Elements: 0
• Difficulty: Easy

Chapter 14: Evaluation Optimization Careers

Total elements: 1

Pareto Chart for Query Distribution

• Type: Diagram
• Bloom's Taxonomy: Not specified
• UI Elements: 0
• Difficulty: Easy