LLM Wardrobe App
Full-stack wardrobe manager in React 19/TS which is LLM-powered outfit suggestions via Multimodal RAG, sub-3s delivery.
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MLOps for Supply Chain Automation
LSTM demand forecasting on VertexAI: 80% faster deployment via CI/CD, Airflow orchestration, auto-retraining.
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Deep Learning Image Restoration with PyTorch
CNN colorization using Lab color space: 73% accuracy, MSE 24, SSIM 0.78 for grayscale-to-color conversion.
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Fine-Tuning and Deploying LLaMA 3
QLoRA fine-tuned LLaMA 3 (7B→4GB): 76% sentiment accuracy, 4-5s inference on GCP Compute Engine.
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Generative Adversarial Neural Network
FashionGAN generates synthetic fashion images using a GAN trained on Fashion MNIST.
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Construction Project Management
Flutter app for 50+ employees: real-time expense/inventory tracking, 8% cost reduction, Firebase-backed.
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Real-Time Intruder Detection System
Raspberry Pi + YOLO security: 95% accuracy, 60% fewer false alarms, 15 FPS processing, <2s alert timeRetry.
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Fine-Tuning Vision Transformer (ViT)
ViT-B/16 fine-tuning: 92% accuracy on 5K images, 7% better than ResNet-50, 240min vs 360min training.
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LLM Evaluation with Guardrails
Automated LLM-as-judge with NeMo Guardrails and achieved 0.85 Pearson correlation, 45% fewer false positives, 94% reliability across 10K+ evaluations.
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Multi Modal RAG
Multimodal search using CLIP embeddings and Ollama for cross-modal image-text retrieval across 1M+ entries.
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LLM-Driven Medical Consultation
LangChain + MCTS chatbot with FAISS retrieval: 30% faster consultations, 40% better medical literature search
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ONNX Model Conversion
Converts Keras models (ResNet50, CIFAR-10) to ONNX, compares predictions, and visualizes training performance.
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Sentiment Analysis
FastAPI-based sentiment analysis app using Hugging Face model, classifying text as positive/negative with confidence score.
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Object Detection, Segmentation & Tracking
Mask R-CNN pipeline with SORT tracker: 87% accuracy, real-time multi-object tracking across 10K+ frames.
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ML Model with MLlib in pySpark
Built scalable ML pipeline with PySpark MLlib that reduced dimensionality 30% and cut execution time 35% through distributed data processing.
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Augmented Reality Product Visualization
2nd place GE competition: Unity AR app visualizing 100+ turbine components, 90s vs 6min manual reading.
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Breast Cancer Detection
Built a breast cancer classifier using ML algorithms (decision trees, logistic regression, SVM) achieving 90% accuracy on tumor detection.
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Event Booking Web Application
Flask/MySQL booking system for MAHE: 30% faster approvals, RESTful APIs supporting 5000+ concurrent users
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Recommender Systems
This repository implements collaborative, content-based, and demographic recommender systems for personalized user suggestions.
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MLOps Pipeline-CICD
Automates ML app deployment with MLOps, TensorFlow, Docker, and Kubernetes for model development and orchestration.
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Content-Based Image Retrieval (CBIR) System
Data analitical dashboard adaptable to all devices,
with ui components and animated interactions.
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Movie Chatbot
Built an NLP-based movie chatbot using Python and Streamlit that allows users to ask questions and the chatbot will respond with relevant information.
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CLIP Image-Text Similarity
Using CLIP model to compute image-text similarity, comparing images with predefined text labels and searching for images matching a text query.
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Music Generator
Music Generation Web App creates both lyrics and music from user-provided prompts using GPT-NEO and Bark models.
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Grocery Store
Developed an full stack grocery store app using Android Studio and Firebase for real-time data management and seamless user experience.
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Image Viewer
Java image processor with GUI and CLI supporting 20+ operations (filters, transformations, compression) using MVC architecture and extensible I/O.
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Personal Portfolio Websiter
Designed a responsive portfolio website with HTML/CSS/JavaScript featuring interactive animations that increased inquiries by 15%.
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