Learn Knowledge Graph and other NLP Methods

Collected by KuyiKing

Basic Information

• Useful Toolboxes
• File Format Transform:fire:
• Web Crawler
• Database
• Related Groups & Companys:fire::telescope:

Graph Overview

• Open Source Graphs:fire:
• Graph from Scratch

Information Extraction

• Rule-based Techniques
• Basic Semantic Parser:fire:
• Relation Extraction
• Open Information Extraction
• Event Extraction
• Event Evolutionary Extraction
• Automatic Terminology Extraction
• New Words Detection

Knowledge/Network/Graph Embedding

• Knowledge or Network Embedding
• Graph Neural Networks (GNNs)
• Graph Convolutional Networks (GCNs)
• Dynamic Knowledge Graphs (DKGs)
• Commonsense Knowledge Graphs (CKGs)

Large Language Models & ChatBots & Agents

• Pre-Trained Language Model:fire:
• Knowledge, Commonsense, Prompt, Make Your Model Clever:fire::fire:
• Dialogue Methods/ChatBot:fire::fire::fire:
• Agent-based Intelligence

Text Operation

• Dictionary/Corpus/Word Vectors:fire:
• Data Augmentation
• Text Similarity Learning:fire:
• Sequence/Sentence Operation (Seq2Seq and more)
• Grammatical Error Correction
• Named Entity Recognition
• Entity Typing
• Machine Reading Comprehension
• Summarization/Text Simplification
• Keywords Extraction/Detection
• Text Mining (Parser Tools)
• Text Classification
• Emotion/Sentiment Recognition
• Text Generation

Graph Operation

• Distant Supervision
• Entity Linking/Resolution/Deduplication
• Ontology Building/Automatic Graph Construction
• Hypernym Discovery
• Graph Completion/Fusion

Network Operation

• Network Operation Tools

Auxiliary Learning Methods

• Active Learning
• Few-Shot/Zero-Shot Learning
• Lifelong Learning
• Tricks to Sharpen your Models

Miscellaneous

• Basic Skills and Interview Experiences:fire::fire:
• Fun:fire::sunglasses: