[ML] Mhachine learning workflow

[Insights] Mhachine learning workflow

Base model을 구축할 때 참고하기 좋은 링크 요약

https://medium.com/@mallrishabh52/data-preprocessing-and-workflow-of-a-machine-learning-project-bc6ca9e6f3ad

Data Preprocessing and Workflow of a Machine Learning Project

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Data Preprocessing

• Step 1 : Import the libraries
• Step 2 : Import the data-set
• Step 3 : Check out the missing values
• Step 4 : See the Categorical Values
• Step 5 : Splitting the data-set into Training and Test Set
• Step 6 : Feature Scaling

 

Machine learning

• Step 1 : Data Collection
• Step 2 : Data Preparation (Preprocessing)
• Step 3 : Choose a Model
• Step 4 : Train the Model
• Step 5 : Evaluate the Model
• Step 6 : Parameter Tuning
• Step 7 : Make Predictions