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Chi-square Test of Independence In Python (Full Code)

While chi-square tests are very powerful, they are often misused. This hypothesis test is commonly used to test three different things. Chi-Square …

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K-Means Accuracy Python with Silhouette Method

Evaluating a clustering algorithm is much different than evaluating a classification or regression machine learning algorithm. In a classification problem, labels will …

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Multivariate Polynomial Regression Python (Full Code)

In data science, when trying to discover the trends and patterns inside of data, you may run into many different scenarios. For …

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K Mode Clustering Python (Full Code)

While K means clustering is one of the most famous clustering algorithms, what happens when you are clustering categorical variables or dealing …

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How To Determine Keras Feature Importance

Seeing what features are most important in your models is key to optimizing and increasing model accuracy. Feature importance is one of …

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Keras Input Shape: The Beginning of Every Model

Creating different machine learning models in Keras becomes super easy once we understand the fundamentals. Getting the correct output shape starts with …

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How to Know Steps Per Epoch Keras (Set This Correctly)

Keras, while powerful, does have many different hyperparameters to choose from. Messing up steps_per_epoch while modeling with the .fit method in Keras …

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Dense Layer: The Building Block to Neural Networks

The Dense layer is a critical component in Machine Learning. While the most straightforward layer, the dense layer is still vital in …

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Keras Shuffle: A full in-depth guide (Get THIS right)

Deep learning can be tricky, but we have some APIs that help us create wonderful models that can quickly converge to a …

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