Pandas for Predictive Analysis using scikit-learn [Video]
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Setting Up scikit-learn and Training Your First ML Model
- The Course Overview
- Setting Up scikit-learn for Machine Learning
- Preprocessing Your Data to Make It Ready for Training a Model
- Training and Running the Classification Model
- Getting Your Own Data Ready for Machine Learning
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Choosing and Evaluating Best ML Models
- Evaluating a Machine Learning Model
- Selecting Best Features for Training the Model
- Tuning Feature Performance
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Trying Out Some Different scikit-learn Algorithms
- Using Naive Bayes Classification Algorithm
- Building Models Using Support Vector Machine
- Using Decision Tree Classifiers
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Predict Sentiments Based on Text
- Making Your Bag of Words Ready
- Building and Training a Model
- Making Predictions