fix readme

README.md

@@ -10,4 +10,31 @@ inference:
   parameters:
     model_file: meng-coding-skill.gguf
     temperature: 1
----
+---
+# Programming Skills Learning Path Model
+
+This model is a fine-tuned version of the base mdoel designed to generate path of learning a skill based on input text. It's particularly useful for identifying emerging trends and skill combinations in the rapidly evolving tech landscape.
+
+## Usage & Limitations
+
+The model is intended for:
+ - Deploying in limited CPU resource, with average about 40 tps on 1 CPU core
+
+The model has limits:
+ - The dataset might not capture the very latest tools development in programming world
+ - Chatbot usecase does not fit the model usecase
+
+Please note that this model was trained on a custom dataset and may reflect biases present in that data.
+
+### Training Hyperparameters
+
+- **Batch Size:** 4
+- **Optimizer:** Experimental GrokAdamW
+
+## Metrics
+
+![Eval Loss](eval_loss.png)
+![Eval Runtime](eval_runtime.png)
+![Eval Sample Per Seconds](eval_sample_per_secs.png)
+![Eval Steps per Seconds](eval_sps.png)
+![Loss on Train](train_loss.png)