<prompt> Hlalosa sepheo sa hyperparameter optimization.nan  <response>: Instruction in English: Describe the purpose of hyperparameter optimization. . Response in English: Hyperparameter optimization is the process of systematically searching and selecting the set of optimal hyperparameters for a machine learning model in order to achieve the best performance. Hyperparameters are parameters that are not learned during model training, but instead, they are set before training and influence the structure and behavior of the model. Since different combinations of hyperparameters can lead to drastically different model performance, it is important to carefully choose these values in order to achieve an optimal performing model.The purpose of hyperparameter optimization is to find the best combination of hyperparameters that minimizes the models loss function, or in some cases, maximizes accuracy or some other reward metric. By fine-tuning the hyperparameters, one can improve the ability of the model to generalize to new data and make better predictions. Hence, hyperparameter optimization is an essential step in building a robust and high-performing machine learning model. . Response in Sesotho: Hyperparameter optimization ke mokhoa oa ho batla ka mokhoa o hlophisehileng le ho khetha sete ea li-hyperparameter tse nepahetseng bakeng sa mohlala oa ho ithuta mochini e le ho fihlela tsebetso e ntle ka ho fetisisa. Li-hyperparameter ke li-parameter tse sa ithutoang nakong ea koetliso ea mohlala, empa ho e-na le hoo, li behiloe pele ho koetliso le ho susumetsa sebopeho le boitšoaro ba mohlala. Kaha mefuta e fapaneng ea li-hyperparameter e ka lebisa tsebetsong e fapaneng haholo ea mohlala, ho bohlokoa ho khetha litekanyetso tsena ka hloko e le ho fumana mohlala o nepahetseng oa tsebetso. Morero oa tsebetso ea hyperparameter ke ho fumana motsoako o motle ka ho fetisisa oa li-hyperparameter tse fokotsang tsebetso ea tahlehelo ea mohlala, kapa maemong a mang, ho eketsa ho nepahala kapa metric e meng ea moputso. Ka ho hlophisa li-hyperparameter hantle, motho a ka ntlafatsa bokhoni ba mohlala oa ho kopanya lintlha tse ncha le ho bolela esale pele hantle. Kahoo, tsebetso ea hyperparameter ke mohato oa bohlokoa ho aheng mofuta o matla oa ho ithuta oa mochini o sebetsang hantle haholo. 