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with Frederick Nwanganga
Learn the basics of machine learning and how you can create a machine learning model with Python.
Machine learning in our world
What you should know
The tools you need
Using the exercise files
What is machine learning?
What is not machine learning?
What is unsupervised learning?
What is supervised learning?
What is reinforcement learning?
What are the steps to machine learning?
Things to consider when collecting data
How to import data in Python
Describe your data
How to summarize data in Python
Visualize your data
How to visualize data in Python
Common data quality issues
How to resolve missing data in Python
Normalizing your data
How to normalize data in Python
Sampling your data
How to sample data in Python
Reducing the dimensionality of your data
Classification vs. regression problems
How to build a machine learning model in Python
Common machine learning algorithms
Next steps with applied machine learning