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        • Data Cleaning
        • Data Exploration
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          • Class Imbalance
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          • KNN
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          • sklearn for classification
          • SVMs
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          • PCA
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          • K-Fold Cross Validation
          • Activation functions
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          • Preprocessing (NLP)
          • TF-IDF
          • Topic Modeling
        • Debugging models
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        • Final Review
        • Midterm 1 Review
        • Midterm 2 Review
        • Central Limit Theorem
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    Classification

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    Classification

    Classification

    Feb 05, 2024, 1 min read

    • #classification

    Classification Process

    1. Acquire data
    2. Explore data
    3. Clean data
    4. Feature engineer
    5. Train
    6. Test
    7. Iterate
    8. Present

    Class Imbalance

    Class Imbalance

    Models

    • KNN
    • Decision Trees
    • Naive Bayes
    • SVMs
    • Random Forests
    • Neural Networks can also be used for classification tasks, work well on unstructured data
      • However, not generally well suited for classification

    Training classifiers with sklearn

    sklearn for classification

    Graph View

    • Classification Process
    • Class Imbalance
    • Models
    • Training classifiers with sklearn

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