Building Machine Learning Solutions with scikit-learn - Pluralsight

Beginner - Experience the machine learning workflow as implemented in scikit-learn, and use that workflow to build simple classification, regression, and clustering models.

1. Building Your First scikit-learn Solution

2. Building Classification Models with scikit-learn

3. Building Regression Models with scikit-learn

4. Building Clustering Models with scikit-learn

Intermediate - Build sophisticated neural network models, apply dimension reduction techniques, and combine model approaches.

1. Building Neural Networks with scikit-learn

2. Reducing Dimensions in Data with scikit-learn

3. Employing Ensemble Methods with scikit-learn

Advanced - Select the appropriate model for your business problem and data, and evaluate the effectiveness of that model.

1. Preparing Data for Modeling with scikit-learn

2. Scaling scikit-learn Solutions

3. Model Evaluation and Selection Using scikit-learn