<prompt> AI ea tšoantšetso ke eng, hona e fapane joang le ho ithuta ka mochini?nan  <response>: Instruction in English: What is symbolic AI and how is it different from machine learning? . Response in English: Symbolic AI, also known as classical AI, rule-based AI, or good old-fashioned AI, refers to a type of artificial intelligence in which problems are solved by using symbols to represent and manipulate concepts, objects, and ideas. Symbolic AI is based on the idea that human-like reasoning and problem solving can be achieved by using symbols, rules, and logic to represent knowledge and to draw inferences. Symbolic AI systems are explicitly programmed with rules and algorithms, typically using techniques such as decision trees, rule-based systems, and expert systems, to solve problems in areas such as language understanding, game playing, and diagnosis.Machine learning, on the other hand, is a subset of artificial intelligence that involves creating algorithms that can automatically learn, improve, and make predictions or decisions without being explicitly programmed. Machine learning algorithms are trained on large amounts of data, from which they learn patterns, features, and relationships, and use this knowledge to make predictions, classify objects or events, generate new data, and improve their performance over time. The most common machine learning techniques include supervised learning, unsupervised learning, semi-supervised learning, and reinforcement learning.The key difference between symbolic AI and machine learning lies in their approach to problem-solving. Symbolic AI relies on an explicit representation of knowledge and rules to reason about the world, whereas machine learning relies on training algorithms with data to automatically learn patterns and relationships. Symbolic AI requires an understanding of the problem domain and manual encoding of knowledge and rules by experts, while machine learning can automatically learn from data without the need for explicit programming. Each approach has its own advantages and disadvantages, and they can often be combined to create more powerful AI systems. . Response in Sesotho: Symbolic AI, eo hape e tsejoang e le classical AI, rule-based AI, kapa AI e ntle ea khale, e bolela mofuta oa bohlale ba maiketsetso oo mathata a rarolloang ho ona ka ho sebelisa matšoao ho emela le ho laola mehopolo, lintho, le mehopolo. Symbolic AI e ipapisitse le mohopolo oa hore menahano e kang ea motho le tharollo ea mathata e ka finyelloa ka ho sebelisa matšoao, melao le kelello ho emela tsebo le ho etsa liqeto. Litsamaiso tsa matšoao tsa AI li hlophisitsoe ka ho hlaka ka melao le li-algorithms, hangata li sebelisa mekhoa e kang lifate tsa liqeto, litsamaiso tse thehiloeng melaong, le litsamaiso tsa litsebi, ho rarolla mathata libakeng tse kang kutloisiso ea puo, ho bapala lipapali, le ho hlahloba. Ho ithuta ka mochini, ka lehlakoreng le leng, ke karoloana ea bohlale ba maiketsetso bo kenyelletsang ho theha li-algorithms tse ka ithutang, tsa ntlafatsa, le ho etsa likhakanyo kapa liqeto ntle le ho hlophisoa ka ho hlaka. Li-algorithms tsa ho ithuta ka mochini li koetlisetsoa ho data e ngata, eo ho eona ba ithutang mekhoa, likarolo le likamano, me ba sebelisa tsebo ena ho etsa likhakanyo, ho hlophisa lintho kapa liketsahalo, ho hlahisa lintlha tse ncha, le ho ntlafatsa tsebetso ea bona ha nako e ntse e ea. Mekhoa e atileng haholo ea ho ithuta ka mochini e kenyelletsa ho ithuta ho hlokometsoeng, ho ithuta ho sa hlokomeloe, ho ithuta ho sa laoleheng, le ho matlafatsa thuto. Phapang ea bohlokoa lipakeng tsa AI ea tšoantšetso le ho ithuta ka mochini e tseleng ea bona ea ho rarolla mathata. Symbolic AI e itšetlehile ka tlhahiso e hlakileng ea tsebo le melao ho beha mabaka ka lefatše, athe ho ithuta ka mochini ho itšetlehile ka li-algorithms tsa koetliso tse nang le data ho ithuta mekhoa le likamano ka bo eona. Symbolic AI e hloka kutloisiso ea sebaka sa bothata le khouto ea matsoho ea tsebo le melao ke litsebi, ha thuto ea mochini e ka ithuta ka bo eona ho tsoa ho data ntle le tlhoko ea mananeo a hlakileng. Tsela e ngoe le e ngoe e na le melemo le melemo ea eona, me hangata e ka kopanngoa ho theha mekhoa e matla ea AI. 