Efficiently Retraining Language Models: How to Level Up Without Breaking the Bank (Ep. 227)

Published: May 11, 2023, 5:54 a.m.

b"Get ready for an eye-opening episode! \\U0001f399\\ufe0f\\nIn our latest podcast episode, we dive deep into the world of LoRa (Low-Rank Adaptation) for large language models (LLMs). This groundbreaking technique is revolutionizing the way we approach language model training by leveraging low-rank approximations.\\nJoin us as we unravel the mysteries of LoRa and discover how it enables us to retrain LLMs with minimal expenditure of money and resources. We'll explore the ingenious strategies and practical methods that empower you to fine-tune your language models without breaking the bank.\\nWhether you're a researcher, developer, or language model enthusiast, this episode is packed with invaluable insights. Learn how to unlock the potential of LLMs without draining your resources.\\nTune in and join the conversation as we unravel the secrets of LoRa low-rank adaptation and show you how to retrain LLMs on a budget.\\nListen to the full episode now on your favorite podcast platform! \\U0001f3a7\\u2728\\n\\xa0\\nReferences\\nLoRA: Low-Rank Adaptation of Large Language Models https://arxiv.org/abs/2106.09685\\nLow-rank approximation https://en.wikipedia.org/wiki/Low-rank_approximation\\nAttention is all you need https://arxiv.org/pdf/1706.03762.pdf"