I would like to be able to present the error of a model. You can help me by acting like I am familiar with theories but know very little about statistical learning theory specifically. Present the concept to me. Can you do this in a paragraph of 4 sentences?
system
main ek model kii truti prastut karne main sakasham hona chaahunga.aap meri madad kar sakate hai jaise main siddhanton se parichit hum, lekin vishesh rup se sankhyikeey seekhney ke siddhant ke bare main bahut kam jaanata hum.avadharana mere saamne prastut karen.kya aap 4 vaakyon ke paragraph main aisa kar sakate hai?
user
ek prashikshit model data kii ek nai pankti se ek bhavishyavaanee kaa utpaadan karegaa, or ham data ke saath bhavishyavaktaa ko chalaakar is bhavishyavaanee kii vaidhata kaa pareekshan kar sakate hai jahaan ham pehle se hi parinaam jaanate hai.adhik baar bhavishyavaktaa galat hota he, yaa lakshya se dur hota he, yah ek model ke rup main utana hi bura he.ganitiya rup se, yah mauka ke liye ek sambhaavna pradaan karata he jab model galat he jab iskaa upyog kai pehle se hi gyaat mulyon kii bhavishyavaanee karne ke liye kiya jaataa he.ham bhavishyavaanee main tallin kar sakate hai or pankti ke prayek vyaktigat tukade ko ek truti asin kar sakate hai, kyonki kuch alag -alag parinaamon ke saath atyadhik sahasambandhit ho sakate hai or anya nahin ho sakate hai.
assistant
<|system|>
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<|user|>
main ek model kii truti prastut karne main sakasham hona chaahunga.aap meri madad kar sakate hai jaise main siddhanton se parichit hum, lekin vishesh rup se sankhyikeey seekhney ke siddhant ke bare main bahut kam jaanata hum.avadharana mere saamne prastut karen.kya aap 4 vaakyon ke paragraph main aisa kar sakate hai?</s>
<|assistant|>
ek prashikshit model data kii ek nai pankti se ek bhavishyavaanee kaa utpaadan karegaa, or ham data ke saath bhavishyavaktaa ko chalaakar is bhavishyavaanee kii vaidhata kaa pareekshan kar sakate hai jahaan ham pehle se hi parinaam jaanate hai.adhik baar bhavishyavaktaa galat hota he, yaa lakshya se dur hota he, yah ek model ke rup main utana hi bura he.ganitiya rup se, yah mauka ke liye ek sambhaavna pradaan karata he jab model galat he jab iskaa upyog kai pehle se hi gyaat mulyon kii bhavishyavaanee karne ke liye kiya jaataa he.ham bhavishyavaanee main tallin kar sakate hai or pankti ke prayek vyaktigat tukade ko ek truti asin kar sakate hai, kyonki kuch alag -alag parinaamon ke saath atyadhik sahasambandhit ho sakate hai or anya nahin ho sakate hai.</s>
