/tags/ml-workflow/ Recent content in ML Workflow on Sabhrant's Blog Hugo en-us Fri, 02 Aug 2024 11:53:09 +0530 /posts/machine-learning-execution-workflow/ Fri, 02 Aug 2024 11:53:09 +0530 /posts/machine-learning-execution-workflow/ In the last blog we tried to understand what is Machine learning. Today we will look at how a typical workflow in applied AI/ML looks like. A typical workflow in applied Machine Learning can be broken down into following high-level steps: Problem Statement Data Collection Data Pre-processing Data Analysis & Modelling Evaluation Let’s look at each workflow item in a bit more detail. Problem Statement Definition of a clear and concise problem statement is essential to ensure solution is focused towards solving the identified problem.