Knowledge distillation met Llama 3.1 405B | Llama for Developers Knowledge Distillation with Llama 3.1 405B | Llama for Developers

Download Llama-modellen ➡️ https://go.fb.me/kbpn54 In deze video verkennen Hamid en Suraj hoe je large language models (LLM's) inzet voor fine-tuning en het genereren van synthetische data. Ze bespreken waarom fine-tuning belangrijk is om voorgetrainde modellen aan te passen aan specifieke domeinen of taken, en hoe LLM's synthetische data kunnen genereren die bestaande datasets aanvult en de prestaties van modellen verbetert. ### Tijdstempels 00:00 Intro 00:22 Het belang van fine-tuning 02:01 Datasets samenstellen 03:43 Synthetische data 13:30 Risico op model collapse? 17:23 Distillatie 20:39 Toepassingen in de praktijk 26:08 Trends in de industrie en kleine modellen ### Extra bronnen • Llama Trust & Safety Tools: https://go.fb.me/nnttf9 • Aankondiging Llama 3.1: https://go.fb.me/aqm9pc • Aankondiging Llama 3.2: https://go.fb.me/53h2fe - - - Abonneer je: https://www.youtube.com/aiatmeta?sub_confirmation=1 Meer over ons werk: https://ai.meta.com ### Volg ons op social media Volg ons op Twitter: https://twitter.com/aiatmeta/ Volg ons op LinkedIn: https://www.linkedin.com/showcase/aiatmeta Volg ons op Threads: https://threads.net/aiatmeta Volg ons op Facebook: https://www.facebook.com/AIatMeta/

Download Llama models ➡️ https://go.fb.me/kbpn54 In this video, Hamid and Suraj explore the use of large language models (LLMs) for fine-tuning and synthetic data generation. The discussion includes insights on the importance of fine-tuning for adapting pre-trained models to specific domains or tasks, and how LLMs can be used to generate synthetic data that can augment existing datasets and improve model performance. ### Timestamps 00:00 Intro 00:22 Importance of fine-tuning 02:01 Curation of datasets 03:43 Synthetic data 13:30 Risks of model collapse? 17:23 Distillation 20:39 Real world applications 26:08 Industry trends and small models ### Additional Resources • Llama Trust & Safety Tools: https://go.fb.me/nnttf9 • Llama 3.1 announcement: https://go.fb.me/aqm9pc • Llama 3.2 announcement: https://go.fb.me/53h2fe - - - Subscribe: https://www.youtube.com/aiatmeta?sub_confirmation=1 Learn more about our work: https://ai.meta.com ### Follow us on social media Follow us on Twitter: https://twitter.com/aiatmeta/ Follow us on LinkedIn: https://www.linkedin.com/showcase/aiatmeta Follow us on Threads: https://threads.net/aiatmeta Follow us on Facebook: https://www.facebook.com/AIatMeta/