DeBERTa Video Classifier
AI YouTube Video Remark Classification
A Streamlit NLP app that scrapes YouTube channels, classifies videos into 31 content remark categories using a fine-tuned DeBERTa-v3-base transformer, supports multilingual content (Hindi, Punjabi, Tamil, Telugu, Marathi, and more) via auto-translation, and allows users to retrain the model with new labeled data — all from a single UI.
Key features & capabilities.
Fine-tuned microsoft/deberta-v3-base on Title + Description + Tags (512 tokens)
Auto language detection + translation for Hindi, Punjabi, Tamil, Telugu, Marathi, Kannada, Bengali
4-page Streamlit app: Scraper → Prediction → Retraining → Full Pipeline
Model versioning — retraining never overwrites previous model versions
Confidence scores and Top 3 predictions per video
Full scrape + predict pipeline: channel URL → classified Excel in one click
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