diff --git a/README.md b/README.md
index df4a3f4..32f2c25 100644
--- a/README.md
+++ b/README.md
@@ -1,8 +1,8 @@
-# alpaca-lora (WIP)
+## alpaca-lora (WIP)
 
 This repository contains code for reproducing the [Stanford Alpaca results](https://github.com/tatsu-lab/stanford_alpaca#data-release). Users will need to be ready to fork `transformers`.
 
-# Setup
+### Setup
 
 1. Install dependencies (**install zphang's transformers fork**)
 
@@ -16,11 +16,11 @@ pip install -q git+https://github.com/huggingface/peft.git
 2. [Install bitsandbytes from source](https://github.com/TimDettmers/bitsandbytes/blob/main/compile_from_source.md)
 
 
-# Inference
+### Inference
 
 See `generate.py`. This file reads the `decapoda-research/llama-7b-hf` model from the Huggingface model hub and the LoRA weights from `tloen/alpaca-lora-7b`, and runs inference on a specified input. Users should treat this as example code for the use of the model, and modify it as needed.
 
 
-# Training
+### Training
 
 Under construction.
\ No newline at end of file