diff --git a/README.md b/README.md
index abbf17b..e06d9ff 100644
--- a/README.md
+++ b/README.md
@@ -150,7 +150,7 @@ The Segmind Stable Diffusion Model is suitable for research and practical applic
 
 The Segmind Stable Diffusion Model can also be used directly with the 🧨 Diffusers library training scripts for further training, including:
 
-- **[Fine-Tune](https://github.com/huggingface/diffusers/blob/main/examples/text_to_image/train_text_to_image_sdxl.py):**
+- **[LoRA](https://github.com/huggingface/diffusers/blob/main/examples/text_to_image/train_text_to_image_lora_sdxl.py):**
 ```bash
 export MODEL_NAME="segmind/SSD-1B"
 export VAE_NAME="madebyollin/sdxl-vae-fp16-fix"
@@ -166,11 +166,12 @@ accelerate launch train_text_to_image_lora_sdxl.py \
   --learning_rate=1e-04 --lr_scheduler="constant" --lr_warmup_steps=0 \
   --mixed_precision="fp16" \
   --seed=42 \
-  --output_dir="sd-pokemon-model-lora-sdxl" \
+  --output_dir="sd-pokemon-model-lora-ssd" \
   --validation_prompt="cute dragon creature" --report_to="wandb" \
   --push_to_hub
 ```
-- **[LoRA](https://github.com/huggingface/diffusers/blob/main/examples/text_to_image/train_text_to_image_lora_sdxl.py):**
+
+- **[Fine-Tune](https://github.com/huggingface/diffusers/blob/main/examples/text_to_image/train_text_to_image_sdxl.py):**
 ```bash
 export MODEL_NAME="segmind/SSD-1B"
 export VAE_NAME="madebyollin/sdxl-vae-fp16-fix"
@@ -192,7 +193,7 @@ accelerate launch train_text_to_image_sdxl.py \
   --report_to="wandb" \
   --validation_prompt="a cute Sundar Pichai creature" --validation_epochs 5 \
   --checkpointing_steps=5000 \
-  --output_dir="sdxl-pokemon-model" \
+  --output_dir="ssd-pokemon-model" \
   --push_to_hub
 ```
 - **[Dreambooth LoRA](https://github.com/huggingface/diffusers/blob/main/examples/dreambooth/train_dreambooth_lora_sdxl.py):**