Aryan-Chharia / Computer-Vision-Projects

Check out my Computer Vision Repository for projects showcasing advanced image processing techniques like object detection, image stitching, and segmentation using Python and OpenCV. Whether you're a researcher, developer, or enthusiast, you'll find comprehensive insights and practical implementations to advance your computer vision skills.
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toxicity-insult analyzer" #45

Open praveenarjun opened 2 days ago

praveenarjun commented 2 days ago

The "Toxicity-Insult Analyser" feature aims to enhance the repository by introducing a tool to detect and analyze toxic and insulting language in text data. This tool can be valuable for applications such as moderating online content, improving user interactions, and maintaining a positive environment in digital platforms. Key Features

Text Analysis: Leverage natural language processing (NLP) techniques to detect toxic and insulting language in text data.
Real-time Detection: Provide real-time analysis and feedback.
Customizable Sensitivity: Allow users to adjust the sensitivity of the detection algorithm to suit different contexts and requirements.
Reporting and Insights: Generate reports and insights based on the analysis to help understand and mitigate toxic behavior.

Implementation Details

Methods and Technologies: Utilize Python libraries such as NLTK, SpaCy, and pre-trained models like BERT for text analysis.
Data Sources: Use publicly available datasets for training and testing the model, such as the Jigsaw Toxic Comment Classification Challenge dataset.
Integration: Ensure seamless integration with the existing project structure and adherence to the project's coding standards and guidelines.

Benefits

Improved User Experience: Enhance the user experience by reducing exposure to toxic and insulting language.
Data-Driven Insights: Provide valuable insights into the prevalence and nature of toxic language in various contexts.
Versatility: Applicable in a wide range of applications, from social media platforms to customer support systems.
praveenarjun commented 2 days ago

Even This is a NLP project but I am curous to propose this as my idea if you like it pls assign me and label me