done

good sir g

I learned about KNN, its advantages, disadvantages and applications.

https://www.kaggle.com/muhammadrameez242 , ye meri kaggle ki I'd hai yha par Ap mukamal assignments simple roman urdu mein mill jai gi codes mein

Done

I learned KNN, Advantages, Distance, and cons.

I learned in this lecture K-Nearest Neighbours ( KNN ).

The main learning in this lecture is the advantages, disadvantages, usage of KNN, and finding neighbors through KNN.

AOA, I learned in this lecture about K-Nearest Neighbours ( KNN ) and its advantages which are1-Simple 2-Training phase ( no needed ) 3-Versatile ( which have distances Euclidean, Manhattan, Minkowski, Hamming )And I also learned disadvantages of KNN which are1-Computatianlly expensive 2-Sensitive to imbalance data ( bias data ) 3-Sansitive to irrelevant features And also learned about that where do we use this ( KNN )1-Recommendation system ( youtube adds ) 2-Financial services ( recommendation of bank loan ) 3-Banking system ( fraud detection ) 4-Healthcare systemThis means that we can use KNN for the following things.!-Regression ( mean, median ) 2-Classification ( mode which is repeated values )And how we can find the neighbours by distance which are ALLAH PAK aap ko sahat o aafiat wali lambi umar ata kray aor ap ko dono jahan ki bhalian naseeb farmaey,Ameen.