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Data Science RoadMap - Coggle Diagram

- - - - Discrete Distribution
      - Continuous Distribution
      - Bayes Theorem
      - Normal Distribution
      - Random Variables
- - - - Data Visualization
      - Dashboards
      - Data Presentation
      - Web Tools
      - Data Manupulation
    - - Deep Learning
        
        Generative Adversarial Networks (GAN)
        
        Convolutional Neural Networks (CNN)
        
        Recurrent Neural Networks
        
        Neural Networks
        
        Auto-Encoders #
        
        Explainable AI
      - Unsupervised Learning
        
        Dimensionality Reduction
        
        Linear Discriminant Analysis (LDA)
        
        Principal Component Analysis (PCA)
        
        t-SNE
        
        UMAP
        
        Multidimensional scaling (MDS)
        
        Clustering
        
        Density-based Clustering
        
        DBSCAN
        
        Partional clustering
        
        PAM
        
        CLARA
        
        K-means
        
        Hierachical clustering
        
        Median
        
        Avergae Linkage
        
        Complete-Linkage
        
        Centroid
        
        Ward
        
        Single-Linkage
      - Supervised Learning
        
        Regression
        
        Random Forest
        
        Support Vector Machine (SVM)
        
        Decision Tree
        
        Linear Regression
        
        Ridge
        
        Lasso
        
        Elastic Net
        
        Classification
        
        Support Vector Machine (SVM)
        
        Naive Bayes
        
        Logistic Regression
        
        Decision Tree
        
        K nearest neighbor (KNN)
        
        Random Forest
  - - - video
      - audio
      - image
      - text
      - time series
  - - - GPU/CPU
  - - - Win
      - Mac
      - Linux