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Python - Coggle Diagram

- - - - str
        
        String Methods
    - - dict
    - - tuple
      - list
      - range
    - - int
      - float
      - complex
    - - set
      - frozenset
  - - - list
      - dict
      - set
      - byte array
    - - frozen set
      - int
      - float
      - complex
      - str
        
        String Methods
      - tuple
  - - - from <package> import <module>
      - from <package>.<module> import <function/class>
      - import <package>.<module>
      - init.py
        
        from .<module> import <function/class/...>
    - - tox
      - flake8 - Code style
      - cookiecutter - Better Project Templates
      - sphinx - docstring ->documentation
        
        Google style
        
        Numpy style
        
        reStructured text style
        
        Epytext style
      - pyment
      - setuptools
      - code climate - code's readability
- - - - Scikit-Learn
        
        confusion matrix
        
        Cheat Sheet
      - Keras
        
        Cheat Sheet
      - PyTorch
      - TensoFlow
      - Scikit-Image
      - $\LaTeX$ Chrome Extension
      - PySpark
      - PyDub
    - - Regression
        
        Linear Regression
        
        Logistic Regression
        
        Ordinary Least Squares Regression (OLSR)
        
        Stepwise Regression
        
        Multivariate Adaptive Regression Splines (MARS)
        
        Locally Estimated Scatterplot Smoothing (LOESS)
      - Classification
        
        Linear Classifier
        
        Support Vector Machine (SVM)
        
        Kernel SVM
        
        Sparse Representation-based classification (SRC)
        
        DecisionTree
        
        Stochastic Gradient Descent (SGD)
      - Instance-based
        
        k-Nearest Neighbor (kNN)
        
        Learning Vector Quantization (LVQ)
      - Regularization
        
        Ridge Regression (L2)
        
        Least Absolute Shrinkage and Selection Operator (LASSO) (L1)
        
        Least-Angle Regression (LARS)
        
        Elastic Net
      - Bayesian
        
        Gaussian Naive Bayes
        
        Naive Bayes
      - Clustering
        
        k-Means clustering
        
        kmeans
        
        vq
        
        k-Medians
        
        Expectation Maximisation (EM)
        
        Hierarchical Clustering
        
        linkage
        
        fcluster
      - Artificial Neural Network
        
        Perceptron
        
        Back-Propagation
        
        Multi-layer Perceptron
        
        Softmax Regression
      - Deep Learning
        
        Convolutional Neural Network (CNN)
        
        Deep Belief Networks (DBN)
        
        Deep Boltzmann Machine (DBM)
        
        Stacked Auto-Encoders
      - Dimensionality Reduction
        
        Principal Component Analysis (PCA)
        
        Linear Discriminant Analysis (LDA)
      - Ensemble
        
        Boosting
        
        GradientBoosting
        
        Stochastic Gradient Boosting
        
        XGBoosting
        
        AdaBoost (change weight)
        
        Random Forest
    - - AI Singapore Courses
      - Ebook VietNamese
      - CodeExplore
      - Data Science Cheat Sheets
      - Ebook ML cơ bản
  - - - fuzzywuzzy