<prompt> Hlalosa sebopeho le mosebetsi oa mohlala oa puo ea N-Gram.nan  <response>: Instruction in English: Describe the structure and function of an N-Gram language model. . Response in English: An N-Gram language model is a type of statistical model that is used for predicting the next word in a sequence of words. It does so by using probabilities derived from previous word combinations, known as N-grams, observed in a training corpus. For instance, in a 2-gram bigram model, the sequences next word is predicted based on the previous word, and in a 3-gram trigram model, it is predicted based on the previous two words.The structure of an N-Gram model consists of several components, including a vocabulary containing all the words in the training corpus, a way to compute counts of N-grams occurrences, and a method to calculate probability estimates. The probabilities are calculated using maximum likelihood estimation, which is the ratio between the count of occurrences of a particular N-gram to the number of times the first N-1 words of that N-gram have occurred.The N-Gram model is commonly used in natural language processing tasks, such as speech recognition, machine translation, and text generation. It captures the local dependencies between words, but its accuracy decreases with the length of the dependencies. To overcome this, higher-order N-grams, smoothing techniques, or other language models are employed.In summary, an N-gram language model is a statistical model that predicts the next word in a sequence based on previous word combinations. It consists of a vocabulary, N-gram counts, and probability estimation methods and finds its application in various natural language processing tasks. . Response in Sesotho: Mohlala oa puo ea N-Gram ke mofuta oa lipalo-palo o sebelisetsoang ho bolela esale pele lentsoe le latelang ka tatellano ea mantsoe. E etsa joalo ka ho sebelisa menyetla e tsoang ho kopanyo ea mantsoe e fetileng, e tsejoang ka hore ke N-grams, e bonoang sehlopheng sa koetliso. Ka mohlala, ka mohlala oa 2-gram bigram, lentsoe le latelang la tatellano le boleloa esale pele ho latela lentsoe le fetileng, me ka mohlala oa 3-gram trigram, le boleloa esale pele ho latela mantsoe a mabeli a fetileng. Sebopeho sa mohlala oa N-Gram se na le likarolo tse maloa, ho kenyelletsa le pokello ea mantsoe e nang le mantsoe ohle a koposeng ea koetliso, mokhoa oa ho bala lipalo tsa liketsahalo tsa N-grams, le mokhoa oa ho bala likhakanyo tsa monyetla. Menyetla e baloa ho sebelisoa khakanyo e kholo ea monyetla, e leng karo-karolelano lipakeng tsa palo ea liketsahalo tsa N-gram e itseng ho ea ho makhetlo ao mantsoe a N-1 a pele a N-gram a etsahetseng ka ona. Mohlala oa N-Gram o sebelisoa hangata mesebetsing ea puo ea tlhaho, joalo ka temoho ea puo, phetolelo ea mochini, le tlhahiso ea mongolo. E tšoara litšepe tsa sebaka pakeng tsa mantsoe, empa ho nepahala ha eona ho fokotseha ka bolelele ba ho itšetleha. Ho hlōla sena, ho sebelisoa li-N-grams tsa boemo bo holimo, mekhoa ea boreleli kapa mefuta e meng ea lipuo. Ka kakaretso, mohlala oa puo ea N-gram ke mohlala oa lipalo-palo o bolelang esale pele lentsoe le latelang ka tatellano e thehiloeng ho kopanyo ea mantsoe a fetileng. E na le pokello ea mantsoe, lipalo tsa N-gram, le mekhoa ea khakanyo ea monyetla mme e fumana tsebeliso ea eona mesebetsing e fapaneng ea puo ea tlhaho. 