Automated Data Analytics: Combining Human Creativity and AI Power Using ChatGPT by Soraya Sedkaoui

Author:Soraya Sedkaoui [Sedkaoui, Soraya]
Language: eng
Format: epub
Tags: Computers, Data Science, Data Analytics, Artificial Intelligence, Natural Language Processing, Mathematics, General, Probability & Statistics, Stochastic Processes
ISBN: 9781394325481
Google: w1cpEQAAQBAJ
Publisher: John Wiley & Sons
Published: 2024-10-10T23:00:00+00:00

Once a satisfactory model has been developed, data analysts can work with IT teams to integrate the models generated by ChatGPT into business applications for production use. However, deployment is not the end of the predictive journey. To maintain accuracy over time, human analysts must:

continuously monitor model performance as new data emerges by tracking measures such as precision, recall and F1 scores;

regularly recycle models on new data to incorporate the latest patterns and trends. ChatGPT accelerates the recycling process;

implement systems to detect concept drift – when model accuracy deteriorates due to changing real-world conditions;

adjust models in response to new business needs and objectives;

implement governance protocol models based on ethical and compliance safeguards;

document model limitations, assumptions and other details for stakeholders.

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