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Data Science for Managers (Data Visualization (JavaScript based (D3.js…

- - - - KStreams
- - - - NVD3.js
  - - - Plotly
      - matplotlib
      - Seaborn
- - - - Hybrid systems
      - Content-based filtering
      - Collaborative filtering
    - - Clustering
        
        DBSCAN
        
        Spectral clustering
        
        kmeans
      - Anomaly detection
        
        Isolation forest
        
        One-class SVM
        
        Cluster analysis
      - Dimensionality reduction
        
        LDA
        
        Factorization matrices
        
        PCA
    - - Regression
        
        Linear regression
        
        Ridge
        
        Lasso
        
        Random forest regression
        
        Gradient boosting regression
        
        SVM
        
        k nearest neighbors
      - Classification
        
        Logistic regression
        
        k nearest neighbors
        
        Random forest
        
        Decision trees
        
        SVM
        
        Naive Bayes
        
        Gradient boosting
    - - Deep Boltzman machines
      - Deep belief networks
      - Generative adversarial networks
      - Convolutional neural networks
      - Recurrent neural networks
        
        Bi-directional RNN
        
        GRU
        
        Hopfield network
        
        Continuous-time RNN
        
        LSTM
        
        Sequence-to-sequence
    - - Fully connected neural network
      - Perceptron
      - Backpropagation
    - - Autoregressive
      - ARMA
      - Moving average
      - ARIMA
      - GARCH
    - - Parsing
      - Tagging
      - Machine translation
      - Named entity recognition
      - Natural language generation
      - Text-to-Speech
      - Speech recognition
      - Summarization
      - Natural language understanding
      - Sentiment analysis
      - Question answering
      - Optical character recognition
    - - Object identification
        
        LeNet
        
        AlexNet
        
        GoogLeNet
        
        VGGNet
        
        ResNet
        
        DenseNet
        
        InceptionNet
      - Instance segmentation
      - Object recognition
      - Emotion detection
      - Motion analysis
      - Object detection
        
        R-CNN
        
        Fast R-CNN
        
        Faster R-CNN
        
        R-FCN
        
        YOLO
        
        SSD
      - Scene reconstruction
      - Object segmentation
        
        U-Net
        
        Fully Convolutional Networks
        
        RefineNet
        
        DeepLab
        
        Conditional Random Field
        
        SegNet
        
        PSPNet
    - - Temporal difference methods
      - Q-Learning
      - Monte Carlo methods