“Synthetic data generation techniques… take some amount of tokens and explode it into something much larger and pull learning signal out of that”
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Said on Unsupervised Learning with Jacob Effron
Unsupervised Learning with Jacob Effron · Ep 94: Applied Compute CEO on the Limits of RL, the New AI Hyperscaler & Why Post-Training Wins Inference
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Generated synthetic QA pairs by back-translating documents into question-answer format for training data
“Synthetic data generation techniques… take some amount of tokens and explode it into something much larger and pull learning signal out of that”
“We trained the final model on the SpaceX cluster ... a few weeks of pre-training, then synthetic data NRL and then shipping it”
“The model can also generate videos… the model can also generate its own training data so that becomes a self-fulfilling flywheel”
“In the Sudan case, experts used a machine learning algorithm trained on over a million examples of synthetic speech to prove, almost without a shadow of a doubt, that it was authentic.”
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