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@@ -48,12 +48,22 @@ The goal is to forecast future stock values and evaluate which approach generali
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  ---
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  ## 📈 Example Forecast Plot
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- *(You can upload and embed a forecast.png here if available)*
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- ```markdown
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- ![Forecast](./forecast.png)
 
 
 
 
 
 
 
 
 
 
 
 
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- ## Usage
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  ```python
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  from huggingface_hub import hf_hub_download
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  import tensorflow as tf
 
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  ---
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  ## 📈 Example Forecast Plot
 
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+ Below is an example forecast visualization (LSTM predictions vs actual stock prices):
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+ ![Forecast Example](https://tse2.mm.bing.net/th/id/OIP.ODdpqhKCeCHWukC1ynOkvwHaDw?cb=12&pid=Api)
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+ ---
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+ ## 🚀 Deployment
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+ - Model hosted on **Hugging Face Hub**
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+ - Repository: `Jalal10/DataSynthis_ML_JobTask`
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+ - Includes model weights (`lstm_stock_model.h5`) and usage instructions
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+
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+ ---
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+ ## 💻 Usage
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  ```python
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  from huggingface_hub import hf_hub_download
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  import tensorflow as tf