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47Challenges of Machine Learning with Tamil Texts! from Ancient to Modern Tamil Vasu Renganathan University of Pennsylvania, Philadelphia, USA (vasur@sas.upenn.edu)___ Abstract Digitization and implementation
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Challenges of machine learning refer to the various obstacles and issues faced during the implementation, development, and deployment of machine learning models. These can include data quality and availability, model interpretability, computational resource limitations, overfitting, bias in data, and ethical considerations.
Filling out challenges of machine learning involves documenting the specific issues encountered, the steps taken to address them, any relevant data or models affected, and insights gained. This process often requires collaboration among team members and may include using standardized templates or formats for reporting.
Information that must be reported includes the nature of the challenge, the context in which it arose, actions taken to mitigate it, outcomes of these actions, and any future recommendations to prevent similar issues.
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