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@@ -171,6 +171,7 @@ epoch = 5.0
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  ## 🔎 Usage
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  ```python
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  from transformers import pipeline
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@@ -184,7 +185,7 @@ nlp = pipeline(
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  nlp("IHSG diprediksi melemah karena sentimen global negatif")
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  ```
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-
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  ```python
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  from transformers import AutoTokenizer, AutoModelForSequenceClassification
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  import torch
@@ -232,9 +233,9 @@ this indonesian RoBERTa base financial CLassifier was trained and evaluated by K
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  ## 📬 Contact
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- Created by
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- [`ihsan31415`](https://huggingface.co/ihsan31415)
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- [`ihsan31415`](https://github.com/ihsan31415)
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- [`Khoirul Ihsan`](https://www.linkedin.com/in/khoirul-ihsan-387115288/)
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  For collaborations or questions, feel free to reach out via Hugging Face or GitHub.
 
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  ## 🔎 Usage
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+ # Using Pipeline
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  ```python
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  from transformers import pipeline
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  nlp("IHSG diprediksi melemah karena sentimen global negatif")
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  ```
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+ # RAW
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  ```python
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  from transformers import AutoTokenizer, AutoModelForSequenceClassification
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  import torch
 
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  ## 📬 Contact
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+ Created with love and tears by ihsan:\
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+ [![HuggingFace](https://img.shields.io/badge/HuggingFace-orange?style=flat&logo=huggingface&logoColor=white)][`ihsan31415`](https://huggingface.co/ihsan31415)\
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+ [![GitHub](https://img.shields.io/badge/GitHub-black?style=flat&logo=github&logoColor=white)][`ihsan31415`](https://github.com/ihsan31415)\
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+ [![LinkedIn](https://img.shields.io/badge/LinkedIn-blue?style=flat&logo=linkedin&logoColor=white)][`Khoirul Ihsan`](https://www.linkedin.com/in/khoirul-ihsan-387115288/)\
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  For collaborations or questions, feel free to reach out via Hugging Face or GitHub.