DCOVA Frame work of Machine Learning
If we need to study data for a given goal, there are certain steps that need to be followed. These steps collectively called Framework. At the high level, DCOVA framework tells the steps that need to be performed for machine learning. What does DCOVA Framework stands for? DCOVA stands for: D - Define C - Collect O - Organize V - Visualize A – Analyze Let’s discuss the above point in detail: Define: First step is to define the problem statement clearly and identify the data requirement that is required to solve the problem. For Example: Problem statement is to detect the cancer on a patient at an early stage. To solve the problem in example, first it needs to be identified the feature that could be useful for detecting the cancer. Please note that the feature selection should be done with help of domain expert. Note: There is no guarantee that the feature selected is having impact on the outcome i.e. detection of ...
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