The latest articles on DEV Community by Salik Ahmad (@salik_ahmad_702). https://dev.to/salik_ahmad_702 https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3677118%2Fd89b5f01-32e5-4311-ac0c-a025872aa715.jpg https://dev.to/salik_ahmad_702 en Salik Ahmad Fri, 27 Feb 2026 07:48:38 +0000 https://dev.to/salik_ahmad_702/introducing-sentira-core-54ge https://dev.to/salik_ahmad_702/introducing-sentira-core-54ge <p>🚀 Introducing Sentira CORE | Neural Sentiment Engine 💠</p> <p>Excited to share Sentira CORE, an interactive NLP &amp; ML-powered tool that analyzes text emotions with high precision. Detects six emotions — Joy, Love, Surprise, Sadness, Anger, Fear — and provides real-time insights.</p> <p>🧪 Algorithm: Linear Support Vector Classifier (LinearSVC)</p> <p>🎯 Accuracy: ~89.2%</p> <p>📐 Vectorizer: TF-IDF with custom NLTK stopword filtering</p> <p>🏷️ Classes: Joy · Love · Surprise · Sadness · Anger · Fear</p> <p>⚡ Inference: Real-time (&lt; 100ms)</p> <p>🎨 Features:</p> <p>Neural sentiment processing in real-time</p> <p>Emotional Spectrum Index: Positive vs Negative</p> <p>Ultra-modern glassmorphism UI/UX</p> <p>🔗 Try it live: <a href="https://lnkd.in/gEgzUv7k" rel="noopener noreferrer">https://lnkd.in/gEgzUv7k</a></p> <p>📂 GitHub Repo: <a href="https://lnkd.in/gEk6vSVG" rel="noopener noreferrer">https://lnkd.in/gEk6vSVG</a></p> <p>💬 I’d love your thoughts! How would you use sentiment analysis in your projects?</p> <h1> NLP #MachineLearning #AI #SentimentAnalysis #Python #Streamlit #DataScience #AIEngineering #Innovation </h1> ai programming opensource machinelearning