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@@ -27,9 +27,10 @@ Introducing **MachineLearningLM** 🧪📊 — a model continuously pretrained o
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  ## evaluation and validation
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- We have developed an automated evaluation framework — simply configure the parameters to easily perform validation and evaluation. The code is now open-sourced at our GitHub.
 
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- ### **Quick Start**
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  ```bash
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  pip install -r requirements.txt
@@ -38,6 +39,11 @@ python ./src/evaluation/model_pred/dl_model_pred.py \
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  --output_dir ./demo_output.jsonl \
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  --model_name MachineLearningLM/MachineLearningLM-7B-v1
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  ```
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-
 
 
 
 
 
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  For more usage details, please visit our GitHub.
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  ## evaluation and validation
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+ We have developed an automated evaluation framework — simply configure the parameters to easily perform validation and evaluation.
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+ **The code is now open-sourced at our GitHub.**
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+ **Quick Start**
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  ```bash
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  pip install -r requirements.txt
 
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  --output_dir ./demo_output.jsonl \
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  --model_name MachineLearningLM/MachineLearningLM-7B-v1
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  ```
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+ **Automated pipeline**
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+ ```bash
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+ # modify the evaluate_parameters.sh file
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+ source evaluate_parameters.sh
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+ ./scripts/evaluate_pipeline.sh
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+ ```
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  For more usage details, please visit our GitHub.
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