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Semantic enriched deep learning for document classification 1 Abderrahmane LARBI, Sarra BEN ABBES, Rim HANTACH, Lynda TEMAL, and Philippe CALVEZ CSAI LAB ENGIE, France Abstract. Textual data are available
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How to fill out semantic enriched deep learning

01
Understand the basics of semantic enrichment and deep learning
02
Choose a dataset with relevant text data for training
03
Preprocess the text data by removing noise and irrelevant information
04
Use techniques like word embedding and tokenization to represent the text data in a format suitable for deep learning models
05
Select or build a deep learning model architecture that can incorporate semantic enrichment techniques
06
Train the model on the processed text data, adjusting hyperparameters as needed
07
Evaluate the model's performance using metrics like accuracy, precision, and recall
08
Fine-tune the model if necessary to improve its performance

Who needs semantic enriched deep learning?

01
Researchers and developers working on natural language processing tasks
02
Organizations looking to improve their text analysis and understand semantic relationships in text data
03
Companies in industries like e-commerce, healthcare, or finance that can benefit from advanced text analytics
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Semantic enriched deep learning refers to deep learning models enhanced with semantic information, improving their understanding and processing capabilities by integrating knowledge from structured data sources.
Individuals or organizations that develop or utilize semantic enriched deep learning models for applications subject to regulatory requirements may be required to file documentation.
Filling out semantic enriched deep learning documentation involves providing detailed descriptions of the model design, data sources used, semantic frameworks applied, and evaluation metrics.
The purpose of semantic enriched deep learning is to enhance the model's ability to understand context and relationships in data, leading to more accurate and meaningful outputs.
Reporting on semantic enriched deep learning must include details about the model architecture, the semantic knowledge used, data management practices, and compliance with relevant standards.
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