'Using Human-in-the-Loop Approach in Machine Learning' humanintheloop machinelearning
of a text that might contain sarcasm. HITL is less important for tabular data and time series analysis.Tips on enhancing artificial intelligence with human in the loop practices
When analyzing the cases you picked in the previous step, don’t limit yourself to the final result. Instead of looking at the output of the final set of neurons in neural networks, check the previous layer, like in the image below, and analyze the distribution of distances between a wrong prediction and the closest correct predictions the algorithm makes.Encourage the algorithm’s end users to give feedback on its performance.
If a client is not happy with the supplied A2I workflow, they can develop their own approach with SageMaker or a similar tool.
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