Live NLP Pipeline // 95.2% Validation Accuracy

Real-Time Sentiment Analysis

TF-IDF + Logistic Regression classification on 74,000+ labeled social texts. Classifies polarity, confidence distribution, and probability breakdown.

Click a sample tweet to test:
⚡ Sub-millisecond client-side latency
🙂 Positive
Confidence: 94.8%
Positive
0%
Negative
0%
Neutral
0%
Irrelevant
0%
💡 Production Note: In production at scale, this model is deployed alongside Apache Kafka streaming topics, PySpark MLlib distributed worker nodes, and MongoDB persistence dashboards.
⭐ GitHub Repository • 🦊 GitLab Ops Hub • 👨‍💻 Oussama EL HADJI Portfolio • 🤗 Hugging Face Profile