{"id":"2uFCFP_yLRA","title":"Improving Model Training Efficiency: A Simple Idea for Faster Memorization","description":"Training models faster and more effectively. #ModelTraining #EfficientLearning #DataSorting #MemorizationTechniques #MachineLearningTips #ArtificialIntelligence #ModelOptimization #TrainingEfficiency #DataProcessing #ModelScore #NEARAI","channel_name":"NEAR Protocol","published_at":"2024-06-13T00:00:00.000Z","thumbnail_url":"https://img.youtube.com/vi/2uFCFP_yLRA/hqdefault.jpg","transcript_text":"so yeah right now it's trained on 7,500 fkip pedia size of content uh so you can train multiple times on it right so you can actually sort data um you know from a previous ug based on how you model scored to feed it in a in a in an order that's more useful for it to update because the other thing is this models right now need to like backrop thousand times something to actually memorize it effectively so like a simple idea would be instead of grabbing a random document you grab random 10 compute the loss and train on the five that have the the med the medium","transcript_synced_at":"2026-11-03T05:49:48.716Z","segments":[{"start_seconds":0,"text":"so yeah right now it's trained on 7,500 fkip pedia size of content uh so you can train multiple times on it right","url":"https://www.youtube.com/watch?v=2uFCFP_yLRA&t=0s"},{"start_seconds":7,"text":"so you can actually sort data um you know from a previous ug based on how you model scored to feed it in a in a in an","url":"https://www.youtube.com/watch?v=2uFCFP_yLRA&t=7s"},{"start_seconds":15,"text":"order that's more useful for it to update because the other thing is this models right now need to like backrop","url":"https://www.youtube.com/watch?v=2uFCFP_yLRA&t=15s"},{"start_seconds":23,"text":"thousand times something to actually memorize it effectively so like a simple idea would be instead of grabbing a","url":"https://www.youtube.com/watch?v=2uFCFP_yLRA&t=23s"},{"start_seconds":31,"text":"random document you grab random 10 compute the loss and train on the five that have the the med the medium","url":"https://www.youtube.com/watch?v=2uFCFP_yLRA&t=31s"}],"youtube_url":"https://youtube.com/watch?v=2uFCFP_yLRA","url":"https://near-pedia.xyz/videos/2uFCFP_yLRA"}