diff --git a/README.md b/README.md index a98128445c..303b19baa6 100644 --- a/README.md +++ b/README.md @@ -32,13 +32,13 @@ Uses the latest state-of-the-art techniques:   # Finetune, pretrain and deploy LLMs Lightning fast ⚡⚡ -LitGPT is a command-line tool designed to easily [finetune](#finetune-an-llm), [pretrain](#pretrain-an-llm), [evaluate](#use-an-llm), and deploy [20+ LLMs](#choose-from-20-llms) **on your own data**. It features highly-optimized [training recipes](#training-recipes) for the world's most powerful open-source large-language-models (LLMs). +LitGPT is a command-line tool designed to easily [finetune](#finetune-an-llm), [pretrain](#pretrain-an-llm), [evaluate](#use-an-llm), and deploy [20+ LLMs](#choose-from-20-llms) **on your own data**. It features highly-optimized [training recipes](#training-recipes) for the world's most powerful open-source large language models (LLMs). We reimplemented all model architectures and training recipes from scratch for 4 reasons: 1. Remove all abstraction layers and have single file implementations. 2. Guarantee Apache 2.0 compliance to enable enterprise use without limits. -3. Optimized each model architectural detail to maximize performance, reduce costs, and speed up training. +3. Optimized each model's architectural detail to maximize performance, reduce costs, and speed up training. 4. Highly-optimized [recipe configs](#training-recipes) we have tested at enterprise scale. --- @@ -216,7 +216,7 @@ litgpt chat \   ### Continue pretraining an LLM -This is another way of finetuning that specialize an already pretrained model by training on custom data: +This is another way of finetuning that specializes an already pretrained model by training on custom data: