{"id":"hFyQa8bfxsI","title":"The Future of Synthetic Data: Enhancing Machine Learning Models","description":"The growing trend of using synthetic data to train and improve machine learning models. Learn how it can make data cleaning more efficient and models more accurate. #SyntheticData #MachineLearningModels #DataCleaning #AI #FutureOfAI #DataGeneration #ArtificialIntelligence #DataScience #ML #TechTrends #NEARAI #NEARuserownedAI","channel_name":"NEAR Protocol","published_at":"2024-07-22T00:00:00.000Z","thumbnail_url":"https://img.youtube.com/vi/hFyQa8bfxsI/hqdefault.jpg","transcript_text":"the rumor has it that like big Labs basically you know for for Next Generation models like even that is like a lot of synthetic data even for pre-training but certainly for like post training like fine tuning that's spend spending time and like cleaning that those data sets uh and making them like robust and easier to predict and making the models kind of remember facts In Style by by just like providing very high high quality data definitely is like the trend of the last uh last year or two or so and I mean that's that's kind of more plausible debuggable then try trying to C something with a GD updates","transcript_synced_at":"2026-11-03T05:43:22.179Z","segments":[{"start_seconds":0,"text":"the rumor has it that like big Labs basically you know for for Next Generation models like even that is like a lot of synthetic data even for pre-training but certainly for like post","url":"https://www.youtube.com/watch?v=hFyQa8bfxsI&t=0s"},{"start_seconds":9,"text":"training like fine tuning that's spend spending time and like cleaning that those data sets uh and making them like robust and easier to predict and making","url":"https://www.youtube.com/watch?v=hFyQa8bfxsI&t=9s"},{"start_seconds":17,"text":"the models kind of remember facts In Style by by just like providing very high high quality data definitely is like the trend of the last uh last year","url":"https://www.youtube.com/watch?v=hFyQa8bfxsI&t=17s"},{"start_seconds":26,"text":"or two or so and I mean that's that's kind of more plausible debuggable then try trying to C something with a GD updates","url":"https://www.youtube.com/watch?v=hFyQa8bfxsI&t=26s"}],"youtube_url":"https://youtube.com/watch?v=hFyQa8bfxsI","url":"https://near-pedia.xyz/videos/hFyQa8bfxsI"}