Machine Learning for Developers

  1. Unsupervised Learning Fundamentals
    1. Clustering Techniques
      1. Partitioning Methods
        1. K-Means Clustering
          1. K-Medoids
            1. Fuzzy C-Means
            2. Hierarchical Methods
              1. Agglomerative Clustering
                1. Divisive Clustering
                  1. Dendrogram Interpretation
                  2. Density-Based Methods
                    1. DBSCAN
                      1. OPTICS
                        1. Mean Shift
                        2. Clustering Evaluation
                          1. Internal Validation Metrics
                            1. External Validation Metrics
                              1. Cluster Quality Assessment
                            2. Dimensionality Reduction
                              1. Linear Methods
                                1. Principal Component Analysis
                                  1. Linear Discriminant Analysis
                                    1. Independent Component Analysis
                                    2. Non-Linear Methods
                                      1. t-SNE
                                        1. UMAP
                                          1. Autoencoders
                                          2. Feature Selection
                                            1. Filter Methods
                                              1. Wrapper Methods
                                                1. Embedded Methods
                                              2. Association Rule Learning
                                                1. Market Basket Analysis
                                                  1. Apriori Algorithm
                                                    1. FP-Growth Algorithm
                                                      1. Rule Evaluation Metrics

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                                                    3. Supervised Learning Fundamentals

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                                                    5. Python Machine Learning Ecosystem