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Concept List for Conversational AI Course

This list contains 200 concepts organized to support the learning graph generation.

  1. Artificial Intelligence
  2. AI Timeline
  3. AI Doubling Rate
  4. Moore's Law
  5. Natural Language Processing
  6. Text Processing
  7. String Matching
  8. Regular Expressions
  9. Grep Command
  10. Keyword Search
  11. Search Index
  12. Inverted Index
  13. Reverse Index
  14. Full-Text Search
  15. Boolean Search
  16. Search Query
  17. Query Parser
  18. Synonym Expansion
  19. Thesaurus
  20. Ontology
  21. Taxonomy
  22. Controlled Vocabulary
  23. Metadata
  24. Metadata Tagging
  25. Dublin Core
  26. Semantic Search
  27. Vector Similarity
  28. Cosine Similarity
  29. Euclidean Distance
  30. Search Ranking
  31. Page Rank Algorithm
  32. TF-IDF
  33. Term Frequency
  34. Document Frequency
  35. Search Precision
  36. Search Recall
  37. F-Measure
  38. F1 Score
  39. Confusion Matrix
  40. True Positive
  41. False Positive
  42. Search Performance
  43. Query Optimization
  44. Index Performance
  45. Large Language Model
  46. Transformer Architecture
  47. Attention Mechanism
  48. Token
  49. Tokenization
  50. Subword Tokenization
  51. Byte Pair Encoding
  52. Word Embedding
  53. Embedding Vector
  54. Vector Space Model
  55. Vector Dimension
  56. Embedding Model
  57. Word2Vec
  58. GloVe
  59. FastText
  60. Sentence Embedding
  61. Contextual Embedding
  62. Vector Database
  63. Vector Store
  64. Vector Index
  65. Approximate Nearest Neighbor
  66. FAISS
  67. Pinecone
  68. Weaviate
  69. Chatbot
  70. Conversational Agent
  71. Dialog System
  72. Intent Recognition
  73. Intent Modeling
  74. Intent Classification
  75. Entity Extraction
  76. Named Entity Recognition
  77. Entity Type
  78. Entity Linking
  79. FAQ
  80. FAQ Analysis
  81. Question-Answer Pair
  82. User Query
  83. User Intent
  84. Chatbot Response
  85. Response Generation
  86. Response Quality
  87. Response Latency
  88. User Feedback
  89. Feedback Button
  90. Thumbs Up/Down
  91. Feedback Loop
  92. AI Flywheel
  93. Continuous Improvement
  94. User Interface
  95. Chat Interface
  96. Message Bubble
  97. Chat History
  98. Conversation Context
  99. Session Management
  100. Chatbot Framework
  101. Rasa
  102. Dialogflow
  103. Botpress
  104. LangChain
  105. LlamaIndex
  106. JavaScript Library
  107. Node.js
  108. React Chatbot
  109. Chat Widget
  110. External Knowledge
  111. Public Knowledge Base
  112. Internal Knowledge
  113. Private Documents
  114. Document Corpus
  115. RAG Pattern
  116. Retrieval Augmented Generation
  117. Retrieval Step
  118. Augmentation Step
  119. Generation Step
  120. Context Window
  121. Prompt Engineering
  122. System Prompt
  123. User Prompt
  124. RAG Limitations
  125. Context Length Limit
  126. Hallucination
  127. Factual Accuracy
  128. GraphRAG Pattern
  129. Knowledge Graph
  130. Graph Database
  131. Node
  132. Edge
  133. Triple
  134. Subject-Predicate-Object
  135. RDF
  136. Graph Query
  137. OpenCypher
  138. Cypher Query Language
  139. Neo4j
  140. Corporate Nervous System
  141. Organizational Knowledge
  142. Knowledge Management
  143. NLP Pipeline
  144. Text Preprocessing
  145. Text Normalization
  146. Stemming
  147. Lemmatization
  148. Part-of-Speech Tagging
  149. Dependency Parsing
  150. Coreference Resolution
  151. Database Query
  152. SQL Query
  153. Query Parameter
  154. Parameter Extraction
  155. Query Template
  156. Parameterized Query
  157. Query Execution
  158. Query Description
  159. Natural Language to SQL
  160. Question to Query Mapping
  161. Slot Filling
  162. User Context
  163. User Profile
  164. User Preferences
  165. User History
  166. Personalization
  167. Security
  168. Authentication
  169. Authorization
  170. User Permission
  171. Role-Based Access Control
  172. RBAC
  173. Access Policy
  174. Data Privacy
  175. PII
  176. Personally Identifiable Info
  177. GDPR
  178. Data Retention
  179. Log Storage
  180. Chat Log
  181. Logging System
  182. Log Analysis
  183. Query Frequency
  184. Frequency Analysis
  185. Pareto Analysis
  186. 80/20 Rule
  187. Chatbot Metrics
  188. KPI
  189. Key Performance Indicator
  190. Chatbot Dashboard
  191. Acceptance Rate
  192. User Satisfaction
  193. Response Accuracy
  194. Chatbot Evaluation
  195. A/B Testing
  196. Performance Tuning
  197. Optimization
  198. Team Project
  199. Capstone Project
  200. Chatbot Career