Data Mining and Knowledge Discovery

  1. Data Types and Sources
    1. Structured Data
      1. Tabular Data Formats
        1. Relational Database Systems
          1. Data Warehouses
            1. OLAP Systems
            2. Semi-structured Data
              1. XML Documents
                1. JSON Data
                  1. Web Data Formats
                    1. Configuration Files
                    2. Unstructured Data
                      1. Text Documents
                        1. Image Data
                          1. Audio Data
                            1. Video Data
                              1. Social Media Content
                              2. Specialized Data Types
                                1. Time-Series Data
                                  1. Stock Market Data
                                    1. Sensor Readings
                                      1. Web Traffic Logs
                                      2. Spatial Data
                                        1. Geographic Information Systems
                                          1. Location-Based Data
                                            1. Satellite Imagery
                                            2. Graph and Network Data
                                              1. Social Networks
                                                1. Citation Networks
                                                  1. Transportation Networks
                                                  2. Transactional Data
                                                    1. Point-of-Sale Records
                                                      1. Banking Transactions
                                                        1. Web Clickstreams
                                                      2. Data Storage Systems
                                                        1. Traditional Databases
                                                          1. Data Warehouses
                                                            1. Data Lakes
                                                              1. NoSQL Databases
                                                                1. Cloud Storage Solutions

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                                                              1. Introduction to Data Mining and Knowledge Discovery

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                                                              3. Data Preprocessing Fundamentals