Update README.md (#1)

- Update README.md (ad762dda40cf9b52d47c63a2fc20700ed134d48f)


Co-authored-by: Ajay Kommineni <[email protected]>

README.md

@@ -1,25 +1,29 @@
----
-tags:
-- text-to-image
-- flux
-- lora
-- diffusers
-- template:sd-lora
-widget:
--   text: amul girl - M. Karunanidhi eminant DMK leader, writer and Amul Butter.
-    output:
-        url: samples/1724439147535__000000500_0.jpg
--   text: amul girl - When helmets were made compulsory in Bombay
-    output:
-        url: samples/1724439166070__000000500_1.jpg
-base_model: black-forest-labs/FLUX.1-dev
-instance_prompt: amul girl
-license: other
-license_name: flux-1-dev-non-commercial-license
-license_link: https://huggingface.co/black-forest-labs/FLUX.1-dev/blob/main/LICENSE.md
----
-
-# amul_mascot_girl_flux_lora_v2_fp16
+---
+tags:
+- text-to-image
+- flux
+- lora
+- diffusers
+- template:sd-lora
+widget:
+- text: amul girl - M. Karunanidhi eminant DMK leader, writer and Amul Butter.
+  output:
+    url: samples/1724439147535__000000500_0.jpg
+- text: amul girl - When helmets were made compulsory in Bombay
+  output:
+    url: samples/1724439166070__000000500_1.jpg
+base_model: black-forest-labs/FLUX.1-dev
+instance_prompt: amul girl
+license: other
+license_name: flux-1-dev-non-commercial-license
+license_link: https://huggingface.co/black-forest-labs/FLUX.1-dev/blob/main/LICENSE.md
+pipeline_tag: text-to-image
+---
+# Description 
+
+This is Text-to-Image Model Finetuned on top of [Flux-Dev Model](https://huggingface.co/black-forest-labs/FLUX.1-dev) on a Dataset of Amul mascot girl Images 
+
+# Amul Mascot girl - Lora-fp16-v2
 Model trained with [AI Toolkit by Ostris](https://github.com/ostris/ai-toolkit)
 <Gallery />
 
@@ -41,17 +45,13 @@ Scripts for preprocessing , inferencing and finetuning the most popular [amul ma
 https://github.com/sanjay7178/amul-mascot-girl-flux-t2i/blob/main/amul_mascot_girl_preprocess.ipynb
 
 ### dataset
-https://huggingface.co/datasets/sanjay7178/amul-mascot-girl
+
+Find the dataset here [amul-mascot-girl](https://huggingface.co/datasets/sanjay7178/amul-mascot-girl)
 
 ### finetuning
-coming soon ..
 
-### inference (gradio demo)
-coming soon ..
+Find the Fine-fine script and notebook example in the official [Ostris Repo](https://github.com/ostris/ai-toolkit/blob/main/README.md#ai-toolkit-by-ostris)
 
 ### results
-coming soon ..
-
-### benchmarks 
-coming soon ..
-
+#### Loss Plot
+<a href="url"><img src="https://github.com/user-attachments/assets/59177225-78cc-4963-9698-798aa5fdadfc" align="left" height="100" width="490" ></a>