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Machine Learning - Coggle Diagram

- - - - using Latitude and Longitude to represent Postcode
      - using 0 and 1 to represent Female and Male
  - - - One of the guiding principles of machine learning is that good models should perform well on unseen data
      - requires us to define some performance metrics, such as accu- racy or distance from ground truth, as well as figuring out ways to do well under these performance metrics
    - - a predictor as a function
      - a predictor as a probabilistic model
  - - - Prediction or inference
        
        strategies
        
        finding the best predictor based on some measure of quality (sometimes called finding a point estimate)
        
        using Bayesian inference. Finding a point estimate can be applied to both types of predictors
      - Training or parameter estimation
      - Hyperparameter tuning or model selection