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Artificial Intelligence and Machine Learning
Your First Machine Learning Model
Two weeks from a table of data to a tested prediction
A two-week classroom course on two sections of the scikit-learn user guide: supervised learning, and model selection and evaluation. You train a classifier and a regression model and test them honestly on data they have not seen. This course prepares for no exam.
6Modules
IntermediateLevel
2 weeksDuration
COURSE THUMBNAIL
What you will be able to do
Train a regression and a classification model
Split data so the test is fair
Report how good a model really is
Course outline
01
What supervised learning is
02
Preparing a dataset
03
A regression model
04
A classification model
05
Train, test and cross-validation
06
Choosing a metric and reading the result
Tools you will use
Pythonscikit-learnpandasJupyter
What you need
Basic Python and school-level mathematics
