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Update readme.md and attach the concept of the idea for illustration.

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- ---
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- license: mit
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ pipeline_tag: token-classification
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+ tags:
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+ - albert-base-v2
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+ - sequence-labelling
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+ - event-recognition
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+
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+ ---
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+
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+ # ADFLER-albert-base-v2
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+
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+ This is an [albert-base-v2](https://huggingface.co/albert/albert-base-v2) model fine-tuned on a collection of drone flight log messages: It performs log event recognition by assigning NER tag to each token within the input message using the BIOES tagging scheme.
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+
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+ For more detailed information about the model, please refer to the Albert's model card.
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+
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+ <!--- Describe your model here -->
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+
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+ ## Intended Use
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+ ![Description of Image](./concept.png)
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+ - Use to split log records into sentences as well as detecting if the sentence is an event message or not.
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+ - This model is trained diverse drone log messages from various models acquired from [Air Data](https://app.airdata.com/wiki/Notifications/)
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+ ## Usage (Transformers)
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+
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+ Using this model becomes easy when you have [transformers](https://www.SBERT.net) installed:
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+
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+ ```
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+ pip install -U transformers
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+ ```
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+
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+ Then you can use the model like this:
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+
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+ ```python
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+ from transformers import pipeline
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+ model = pipeline('ner', model='swardiantara/ADFLER-albert-base-v2')
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+
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+ model("Unknown Error, Cannot Takeoff. Contact DJI support.")
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+ ```
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+
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+ ## Citing & Authors
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+ ```bibtex
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+ @misc{albert_ner_model,
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+ author={Silalahi, Swardiantara and Ahmad, Tohari and Studiawan, Hudan},
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+ title = {ALBERT Model for Drone Flight Log Event Recognition},
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+ year = {2024},
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+ publisher = {Hugging Face},
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+ journal = {Hugging Face Hub}
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+ }
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+ ```
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+ <!--- Describe where people can find more information -->
concept.png ADDED