Even More Python for Beginners
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Even More Python for Beginners - Data Tools
- Introduction to Even More Python for Beginners – Data Tools
- Introducing Jupyter Notebooks
- Introducing Anaconda
- Demo: Introducing Anaconda
- Getting started with pandas
- Demo: Getting started with pandas
- Introducing DataFrame
- Demo: Introducing DataFrame
- Working with a DataFrame
- Demo: Working with a DataFrame
- CSV files and Jupyter
- Demo: CSV files and Jupyter
- Loading CSV files into DataFrames
- Demo: Loading CSV files into DataFrames
- Manipulating DataFrame columns
- Demo: Manipulating DataFrame columns
- Handling duplicated and missing data
- Demo: Handling duplicated and missing data
- Introducing scikit-learn and setting up training data
- Demo: Setting up training data
- Training a model with scikit-learn
- Demo: Training a model with scikit-learn
- Testing a model with scikit-learn
- Demo: Testing a model with scikit-learn
- Exploring a model’s accuracy
- Demo: Exploring a model’s accuracy
- Working with NumPy
- Demo: Working with NumPy
- Visualizing data with Matplotlib
- Demo: Visualizing data with Matplotlib
- Conclusion and next steps
