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Installing markdown-toc globally

npm install -g markdown-toc

Markdown files/ presentations

Insert the following snippet into your markdown file:

<!-- toc -->
This is where the table will be!

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# machine learning
scikit-learn
statsmodels
xgboost
lightgbm
catboost


# natural language processing
gensim

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from sklearn.metrics import roc_auc_score

def auc(X, y, classifier):
    y_score = classifier.predict_proba(X)[:, 1]
    return roc_auc_score(y, y_score)

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def pop_diff(popA, popB, bin_boundaries=None, num_bins=10):
    """
    Compute difference between two populations using the PSI / IV formula
    
    $$\Sigma_{i} (p_i^B - p_i^a)*\ln(\frac{p_i^B}{p_i^A})$$
    
    Note:
        Counts missing values in a separate bin to test for information and shift.
        Raises ValueError if popA has no nans but popB does.
    

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title	theme	revealOptions
Kernel Density Estimation	solarized	transition fade

Kernel Density Estimation

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