WHITE PAPER 10 STEPS TO MAKING MACHINE LEARNING OPERATIONAL A Guide for Business Leaders on Unlocking the Benefits of ML EXPERIMENT DEPLOY SUSTAINWHITE PAPER 2 10 Steps to Making Machine Learning Operational Table of Contents Executive summary 3 Step 1: Take a holistic approach to machine learning 4 It all comes back to data 4 The fluid nature of models 5 Step 2: Be willing to experiment and, yes, fail 5 Walk before you run 6 If at first you don’t succeed... 6 Step 3: Build a multi-disciplined team—and don’t box them in 6 Choosing the right platform and tools 6 Ongoing monitoring, management, and scaling 7 Step 4: Iterate quickly, optimize later 7 A balancing act 7 Step 5: Take your architecture into account 8 Step 6: Embrace machine learning by evolving your organization 8 Integrating m

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