Data-Driven Decision Making

  1. Tools and Technologies
    1. Data Storage and Management
      1. Database Systems
        1. Relational Databases
          1. SQL Fundamentals
            1. Database Design
              1. Query Optimization
              2. NoSQL Databases
                1. Document Stores
                  1. Key-Value Stores
                    1. Graph Databases
                      1. Column-Family Stores
                    2. Data Warehousing
                      1. Data Warehouse Architecture
                        1. ETL Processes
                          1. OLAP vs OLTP
                            1. Star and Snowflake Schemas
                            2. Big Data Technologies
                              1. Hadoop Ecosystem
                                1. HDFS
                                  1. MapReduce
                                    1. Hive
                                      1. Pig
                                      2. Apache Spark
                                        1. Spark Core
                                          1. Spark SQL
                                            1. Spark MLlib
                                              1. Spark Streaming
                                            2. Cloud Data Platforms
                                              1. Data Lakes
                                                1. Data Lakehouses
                                                  1. Serverless Computing
                                                2. Programming Languages and Environments
                                                  1. Python for Data Analysis
                                                    1. Data Manipulation with Pandas
                                                      1. Numerical Computing with NumPy
                                                        1. Statistical Analysis with SciPy
                                                          1. Machine Learning with Scikit-learn
                                                            1. Deep Learning with TensorFlow and PyTorch
                                                              1. Data Visualization with Matplotlib and Seaborn
                                                              2. R for Statistical Computing
                                                                1. Data Manipulation with dplyr
                                                                  1. Data Visualization with ggplot2
                                                                    1. Statistical Modeling
                                                                      1. Time Series Analysis
                                                                        1. Machine Learning with caret
                                                                        2. SQL for Data Querying
                                                                          1. Basic SQL Operations
                                                                            1. Advanced SQL Techniques
                                                                              1. Window Functions
                                                                                1. Common Table Expressions
                                                                              2. Business Intelligence and Visualization Tools
                                                                                1. Tableau
                                                                                  1. Data Connection and Preparation
                                                                                    1. Dashboard Creation
                                                                                      1. Advanced Visualizations
                                                                                        1. Calculated Fields and Parameters
                                                                                        2. Power BI
                                                                                          1. Data Modeling
                                                                                            1. Report Building
                                                                                              1. DAX Functions
                                                                                                1. Power Query
                                                                                                2. Other BI Tools
                                                                                                  1. Looker
                                                                                                    1. QlikView and QlikSense
                                                                                                      1. Google Data Studio
                                                                                                    2. Cloud Computing Platforms
                                                                                                      1. Amazon Web Services
                                                                                                        1. Data Storage Services
                                                                                                          1. Analytics Services
                                                                                                            1. Machine Learning Services
                                                                                                              1. Data Pipeline Tools
                                                                                                              2. Microsoft Azure
                                                                                                                1. Azure Data Factory
                                                                                                                  1. Azure Synapse Analytics
                                                                                                                    1. Azure Machine Learning
                                                                                                                      1. Power Platform Integration
                                                                                                                      2. Google Cloud Platform
                                                                                                                        1. BigQuery
                                                                                                                          1. Cloud Dataflow
                                                                                                                            1. AI Platform
                                                                                                                              1. Data Studio
                                                                                                                            2. Specialized Analytics Tools
                                                                                                                              1. Statistical Software
                                                                                                                                1. SPSS
                                                                                                                                  1. SAS
                                                                                                                                    1. Stata
                                                                                                                                    2. Data Mining Tools
                                                                                                                                      1. RapidMiner
                                                                                                                                        1. KNIME
                                                                                                                                          1. Weka
                                                                                                                                          2. Workflow Management
                                                                                                                                            1. Apache Airflow
                                                                                                                                              1. Luigi
                                                                                                                                                1. Prefect

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                                                                                                                                            3. Statistical and Analytical Foundations

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                                                                                                                                            5. Organizational Implementation and Strategy