diff --git a/README.md b/README.md
index 4580e83170..50113248a4 100644
--- a/README.md
+++ b/README.md
@@ -96,7 +96,7 @@ If you trained a model with Unsloth, we made a cool sticker!!
 
 | System | GPU | Alpaca (52K) | LAION OIG (210K) | Open Assistant (10K) | SlimOrca (518K) |
 | --- | --- | --- | --- | --- | --- |
-| Huggingface | 1 T4 | 23h 15m | 56h 28m | 8h 38m | 391h 41m |
+| Hugging Face | 1 T4 | 23h 15m | 56h 28m | 8h 38m | 391h 41m |
 | Unsloth Open | 1 T4 | 13h 7m (1.8x) | 31h 47m (1.8x) | 4h 27m (1.9x) | 240h 4m (1.6x) |
 | Unsloth Pro | 1 T4 | 3h 6m (7.5x) | 5h 17m (10.7x) | 1h 7m (7.7x) | 59h 53m (6.5x) |
 | Unsloth Max | 1 T4 | 2h 39m (8.8x) | 4h 31m (12.5x) | 0h 58m (8.9x) | 51h 30m (7.6x) |
@@ -105,7 +105,7 @@ If you trained a model with Unsloth, we made a cool sticker!!
 
 | System | GPU | Alpaca (52K) | LAION OIG (210K) | Open Assistant (10K) | SlimOrca (518K) |
 | --- | --- | --- | --- | --- | --- |
-| Huggingface | 1 T4 | 7.3GB | 5.9GB | 14.0GB | 13.3GB |
+| Hugging Face | 1 T4 | 7.3GB | 5.9GB | 14.0GB | 13.3GB |
 | Unsloth Open | 1 T4 | 6.8GB | 5.7GB | 7.8GB | 7.7GB |
 | Unsloth Pro | 1 T4 | 6.4GB | 6.4GB | 6.4GB | 6.4GB |
 | Unsloth Max | 1 T4 | 11.4GB | 12.4GB | 11.9GB | 14.4GB |
@@ -115,7 +115,7 @@ If you trained a model with Unsloth, we made a cool sticker!!
 
 | System | GPU | Alpaca (52K) | LAION OIG (210K) | Open Assistant (10K) | SlimOrca (518K) |
 | --- | --- | --- | --- | --- | --- |
-| Huggingface | 2 T4 | 84h 47m | 163h 48m | 30h 51m | 1301h 24m |
+| Hugging Face | 2 T4 | 84h 47m | 163h 48m | 30h 51m | 1301h 24m |
 | Unsloth Pro | 2 T4 | 3h 20m (25.4x) | 5h 43m (28.7x) | 1h 12m (25.7x) | 71h 40m (18.1x) |
 | Unsloth Max | 2 T4 | 3h 4m (27.6x) | 5h 14m (31.3x) | 1h 6m (28.1x) | 54h 20m (23.9x) |
 
@@ -123,7 +123,7 @@ If you trained a model with Unsloth, we made a cool sticker!!
 
 | System | GPU | Alpaca (52K) | LAION OIG (210K) | Open Assistant (10K) | SlimOrca (518K) |
 | --- | --- | --- | --- | --- | --- |
-| Huggingface | 2 T4 | 8.4GB \| 6GB | 7.2GB \| 5.3GB | 14.3GB \| 6.6GB | 10.9GB \| 5.9GB |
+| Hugging Face | 2 T4 | 8.4GB \| 6GB | 7.2GB \| 5.3GB | 14.3GB \| 6.6GB | 10.9GB \| 5.9GB |
 | Unsloth Pro | 2 T4 | 7.7GB \| 4.9GB | 7.5GB \| 4.9GB | 8.5GB \| 4.9GB | 6.2GB \| 4.7GB |
 | Unsloth Max | 2 T4 | 10.5GB \| 5GB | 10.6GB \| 5GB | 10.6GB \| 5GB | 10.5GB \| 5GB |