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hybrid-model

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VAAS is an inference-first, research-driven library for image integrity analysis. It integrates Vision Transformer Attention Mechanisms with patch-level self-consistency analysis to enable fine-grained localization and detection of visual inconsistencies across diverse image analysis tasks.

  • Updated Mar 30, 2026
  • Python
Stock-Market-Prediction

This repository began as a 7th-semester minor project and evolved into our 8th-semester major project, "Advanced Stock Price Forecasting Using a Hybrid Model of Numerical and Textual Analysis." It utilizes Python, NLP (NLTK, spaCy), ML models, Grafana, InfluxDB, and Streamlit for data analysis and visualization.

  • Updated Feb 20, 2026
  • Jupyter Notebook

HybridVision is a real-time traffic sign recognition system built with a hybrid deep learning pipeline for both detection and classification. I created a custom Bangladeshi traffic sign dataset by collecting and annotating 9,133 images, organized into 29 traffic sign categories using Roboflow.

  • Updated Sep 25, 2026
  • Jupyter Notebook

The main aim of the project is to develop a sentiment analyzer that can be used on twitter data to classify it as positive or negative. Our project takes care of the challenge of bilingual comments, where people tweet in two languages, in this case Hindi and English, in the Latin Alphabet.

  • Updated May 19, 2020
  • Jupyter Notebook

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