Tracing the Evolution of Natural Language Processing Through Sentiment Analysis
An exploration of NLP's journey and its applications in sentiment analysis...
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Featured Projects
Smile-Based Face Recognition Access Control System
A facial recognition application using AWS infrastructure that activates with your smile and grants access to registered users. Features email notifications, entry logging, and optional ChatGPT integration.
Learn MoreVoice2Image AI Generator
An innovative application that transforms voice into images using AI. Record your voice to generate text via OpenAI's Whisper, create images with DALL·E, and enhance results using Gemini 1.5 Pro for regeneration.
Learn MoreChat with YouTube Video
A powerful application that allows you to interact with YouTube videos by converting them into text and asking questions about their content. Uses OpenAI's Whisper for speech-to-text, LangChain's RAG for Q&A, and Gemini Pro for chat.
Learn MoreData Analyzer with LLM Agents
An intelligent application that analyzes CSV files using advanced language models. Features automatic descriptive statistics, data visualization, and LLM-powered Q&A about datasets. Supports multiple models like Gemini, Claude, and GPT.
Learn MoreEvolution of Sentiment Analysis
A comprehensive exploration of NLP techniques from rule-based to transformer models, analyzing IMDB reviews. Features machine learning, deep learning (LSTM, CNN), and BERT implementations with detailed performance comparisons.
Learn MoreFish Species Classification with ANN
An image classification project using Artificial Neural Networks to identify 9 different fish species. Features smart cropping, PCA dimensionality reduction, and K-means clustering for image preprocessing, achieving 91% accuracy.
Learn MoreCardiovascular Disease Prediction
A machine learning model for predicting cardiovascular diseases using patient attributes. Features MLflow for model tracking, Gradio for UI, and FastAPI backend. Analyzes various health metrics including ECG results, blood pressure, and cholesterol levels.
Learn MoreVegetable Image Classification
A deep learning project that classifies 15 different types of vegetables using transfer learning with EfficientNet B0. Features a Gradio interface for easy interaction, PyTorch implementation, and high accuracy image recognition.
Learn MoreCRM Analytics & Customer Segmentation
A comprehensive CRM analysis project featuring cohort analysis, customer lifetime value prediction using BG-NBD and Gamma-Gamma models, RFM analysis, and purchase propensity prediction. Includes customer segmentation and targeted marketing strategies.
Learn MoreAmazon Multi-Model Analysis
A comprehensive project combining sentiment analysis (LSTM with self-attention), image classification (EfficientNetB0), and recommendation systems. Features transfer learning, BERT embeddings, and FAISS/ChromaDB for similarity search.
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