Machine learning ek aisa kshetra hai jahan par computers ko aisa gyaan prapt hota hai ki ve apne anubhavon se seekh sakte hain, bina kisi explicit programming ke. Isse machine learning ek prakar ka artificial intelligence (AI) hai jo aapke saamne dikh raha hai.
Machine learning ka uddeshya hai ki computers ko humare dvara di gayi data se sikhna ho, aur fir us data ke adhar par naye tarike se samasyaon ko samajhna aur unka samadhan nikalna ho. Iska matlab hai ki machine learning models sikh sakte hain aur aage chal kar behtar hote ja sakte hain, kyonki ve apne galtiyon se seekhte hain.
Ek aam taur par, machine learning ka upayog anek prakar ke karyo mein kiya ja sakta hai, jaise ki badi matra mein data ko analyze karna, svayam driving cars ko sudharit karna, samachar feed ko vyaktigat roop se sujhav dena, ya medical rogon ka pahchan karna.
Ek saral tarike se samjhne ke liye, yadi aap kisi machine learning model ko ek bachche ke tarah sochen to uska kaam hai khelne ke dauraan sikhi gayi galtiyon se samajhna aur phir agle khel mein behtar khelne ki koshish karna. Yani ki, machine learning model data se sikhkar aane wale samay mein behtar nateeja nikalne ki koshish karta hai.
Machine learning mein ek pramukh bhaag hai "supervised learning." Isme, computer ko sikhne ke liye labeled data di jati hai, jahan par har prashna ka sahi uttar pahle se pata hota hai. Jaise ki, ek aankhchhari machine ko alag-alag prakar ke phal ko pehchanne ki sikhayi gayi ho, aur fir jab naya phal aata hai, to wo machine use pehchan kar sakta hai.
Aur phir aata hai "unsupervised learning," jahan par computer ko labeled data nahi milti. Isme, computer ko data ko khud se samajhna hota hai aur usmein se patterns dhundhna hota hai. Jaise ki, ek vyakti ke vyavhaar ko dekhkar uske ruchi ko samajhna.
Machine learning ka ek aur mahatvapurna hissa hai "deep learning," jo ki ek prakar ka neural network hai jo insano ke dimag ke kaam karne ki koshish karta hai. Iska upayog vyavsayik roop se bade mahatvapurna karyo mein hota hai, jaise ki bhasha anuvad, vyaktigat swabhav ki pehchan, aur bahut kuch.
Ant mein, machine learning ek aisa kshetra hai jo hamari samajh mein aane wale technology ka mahatvapurna hissa hai. Iska upayog anek roopon mein hota hai aur hamari dincharya mein apne aap ko dikha raha hai. Isse hamare jeevan ko saral aur sudharit banane mein madad milti hai, aur yeh AI ki disha mein naye darwaje kholti hai. Isiliye, machine learning ek aisa shakti hai jo hamare samay ki sabse mahatvapurna takneekon mein se ek hai.