Ijya Sharma

Document Classification

• Developed an OCR-based document classification system using SVM for text extraction and categorization.
• Processed images to extract textual content and applied machine learning for accurate classification.
• Improved model performance through feature engineering and optimization techniques.
• Enhanced document organization and retrieval efficiency using automated classification.

Chatbots Development

• Developed and deployed WhatsApp chatbots using the Rasa Framework, enhancing NLP capabilities.
• Engineered a wrapper API with FastAPI for chatbots lifecycle management and seamless integration.
• Optimized chatbots intent recognition and entity extraction to improve user interactions.
• Stored and managed chatbots responses and data in a database for performance tracking and analytics.

Text Classification

• Led a language detection and translation project for Hinglish, Hindi, and English using NLP models.
• Developed text classification models to accurately identify languages and understand context.
• Implemented translation techniques to enhance multilingual communication and accuracy.

Text (Article) Detection

• Utilized OpenAI models to detect, analyze, and extract relevant content from articles.
• Developed an AI-driven Q&A system to generate accurate and context-aware responses.
• Reviewed and refined model outputs to ensure precision and relevance in answers.
• Enhanced information processing for efficient and clear content extraction.

Intent Classification

• Developed an intent prediction system using a text classification model.
• Improved intent recognition and entity extraction with advanced preprocessing.
• Optimized model accuracy using evaluation metrics (confusion matrix, precision, recall, F1 score).
• Enhanced system reliability and response quality.

Data Science Intern

• Conducted an independent analysis of the Zomato dataset using Pandas, Seaborn, Matplotlib, and Folium.
• Created advanced data visualizations to derive actionable insights.
• Collaborated with cross-functional teams to enhance project outcomes.
• Engaged in professional development, strengthening technical and analytical skills.