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@@ -123,7 +123,8 @@ The complete training pipeline, including data preparation, fine-tuning, and opt
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  This repository provides implementation details of the model architecture, showcasing how Parameter Efficient Fine-Tuning (PEFT) techniques are used to reduce computational cost while maintaining high performance.
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- ![energy_intelligence_ss5](https://cdn-uploads.huggingface.co/production/uploads/64705e90be66c5bacd2c8988/UGJzJaJNe5mc2UtZ4YoU6.png)
 
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  ![energy_intelligence_ss4](https://cdn-uploads.huggingface.co/production/uploads/64705e90be66c5bacd2c8988/R7nwLrQoFNvTY8ixqabUN.png)
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  ![energy_intelligence_ss3](https://cdn-uploads.huggingface.co/production/uploads/64705e90be66c5bacd2c8988/NKt3wfDBb_Mdv67PKDiBJ.png)
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  ![energy_intelligence_ss2](https://cdn-uploads.huggingface.co/production/uploads/64705e90be66c5bacd2c8988/pQH1kFSk5Zhhd69nC7RlO.png)
 
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  This repository provides implementation details of the model architecture, showcasing how Parameter Efficient Fine-Tuning (PEFT) techniques are used to reduce computational cost while maintaining high performance.
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+ ![energy_intelligence_ss5](https://cdn-uploads.huggingface.co/production/uploads/64705e90be66c5bacd2c8988/9KOheZMsT3CLnf6EXJnU6.png)
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  ![energy_intelligence_ss4](https://cdn-uploads.huggingface.co/production/uploads/64705e90be66c5bacd2c8988/R7nwLrQoFNvTY8ixqabUN.png)
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  ![energy_intelligence_ss3](https://cdn-uploads.huggingface.co/production/uploads/64705e90be66c5bacd2c8988/NKt3wfDBb_Mdv67PKDiBJ.png)
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  ![energy_intelligence_ss2](https://cdn-uploads.huggingface.co/production/uploads/64705e90be66c5bacd2c8988/pQH1kFSk5Zhhd69nC7RlO.png)