Concept List for Conversational AI Course
This list contains 200 concepts organized to support the learning graph generation.
- Artificial Intelligence
- AI Timeline
- AI Doubling Rate
- Moore's Law
- Natural Language Processing
- Text Processing
- String Matching
- Regular Expressions
- Grep Command
- Keyword Search
- Search Index
- Inverted Index
- Reverse Index
- Full-Text Search
- Boolean Search
- Search Query
- Query Parser
- Synonym Expansion
- Thesaurus
- Ontology
- Taxonomy
- Controlled Vocabulary
- Metadata
- Metadata Tagging
- Dublin Core
- Semantic Search
- Vector Similarity
- Cosine Similarity
- Euclidean Distance
- Search Ranking
- Page Rank Algorithm
- TF-IDF
- Term Frequency
- Document Frequency
- Search Precision
- Search Recall
- F-Measure
- F1 Score
- Confusion Matrix
- True Positive
- False Positive
- Search Performance
- Query Optimization
- Index Performance
- Large Language Model
- Transformer Architecture
- Attention Mechanism
- Token
- Tokenization
- Subword Tokenization
- Byte Pair Encoding
- Word Embedding
- Embedding Vector
- Vector Space Model
- Vector Dimension
- Embedding Model
- Word2Vec
- GloVe
- FastText
- Sentence Embedding
- Contextual Embedding
- Vector Database
- Vector Store
- Vector Index
- Approximate Nearest Neighbor
- FAISS
- Pinecone
- Weaviate
- Chatbot
- Conversational Agent
- Dialog System
- Intent Recognition
- Intent Modeling
- Intent Classification
- Entity Extraction
- Named Entity Recognition
- Entity Type
- Entity Linking
- FAQ
- FAQ Analysis
- Question-Answer Pair
- User Query
- User Intent
- Chatbot Response
- Response Generation
- Response Quality
- Response Latency
- User Feedback
- Feedback Button
- Thumbs Up/Down
- Feedback Loop
- AI Flywheel
- Continuous Improvement
- User Interface
- Chat Interface
- Message Bubble
- Chat History
- Conversation Context
- Session Management
- Chatbot Framework
- Rasa
- Dialogflow
- Botpress
- LangChain
- LlamaIndex
- JavaScript Library
- Node.js
- React Chatbot
- Chat Widget
- External Knowledge
- Public Knowledge Base
- Internal Knowledge
- Private Documents
- Document Corpus
- RAG Pattern
- Retrieval Augmented Generation
- Retrieval Step
- Augmentation Step
- Generation Step
- Context Window
- Prompt Engineering
- System Prompt
- User Prompt
- RAG Limitations
- Context Length Limit
- Hallucination
- Factual Accuracy
- GraphRAG Pattern
- Knowledge Graph
- Graph Database
- Node
- Edge
- Triple
- Subject-Predicate-Object
- RDF
- Graph Query
- OpenCypher
- Cypher Query Language
- Neo4j
- Corporate Nervous System
- Organizational Knowledge
- Knowledge Management
- NLP Pipeline
- Text Preprocessing
- Text Normalization
- Stemming
- Lemmatization
- Part-of-Speech Tagging
- Dependency Parsing
- Coreference Resolution
- Database Query
- SQL Query
- Query Parameter
- Parameter Extraction
- Query Template
- Parameterized Query
- Query Execution
- Query Description
- Natural Language to SQL
- Question to Query Mapping
- Slot Filling
- User Context
- User Profile
- User Preferences
- User History
- Personalization
- Security
- Authentication
- Authorization
- User Permission
- Role-Based Access Control
- RBAC
- Access Policy
- Data Privacy
- PII
- Personally Identifiable Info
- GDPR
- Data Retention
- Log Storage
- Chat Log
- Logging System
- Log Analysis
- Query Frequency
- Frequency Analysis
- Pareto Analysis
- 80/20 Rule
- Chatbot Metrics
- KPI
- Key Performance Indicator
- Chatbot Dashboard
- Acceptance Rate
- User Satisfaction
- Response Accuracy
- Chatbot Evaluation
- A/B Testing
- Performance Tuning
- Optimization
- Team Project
- Capstone Project
- Chatbot Career