Telecom KPI Anomaly Detection Using AI Agents

Multi-agent AI system with LangGraph, MCP, and anomaly detection for real-time KPI monitoring across 100+ sites.

LangGraph MCP LLMs

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Image-to-Video Generation of Anime/Comics

3D latent video diffusion model with 71.8% SSIM improvement over baseline interpolation.

Video Diffusion RIFE PyTorch

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Retrieval Augmented Generation from YouTube for Long-Form QA

RAG pipeline transforming video data into searchable knowledge bases with LangChain and LLMs.

LangChain RAG LLMs

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Meal Nutrition Analysis via Multi-Modal Deep Learning

CNNs, LSTMs, and demographic embeddings—34% accuracy boost over benchmarks.

PyTorch CNN LSTM

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Autonomous Navigation with RRT* and A* Path Planning in ROS 2

Motion planning pipeline with A*, RRT*, and pure-pursuit control.

ROS 2 A* RRT*

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LiDAR-Based Human Detection and Multi-Target Tracking

2D LiDAR perception pipeline with clustering and multi-object tracking in ROS 2.

ROS 2 LiDAR Tracking

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Robust RL for Mixed Autonomy Traffic Systems

PPO and TRPO agents with 20% throughput increase and zero safety violations.

PPO TRPO SUMO

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Face Tracking Robot

4-wheeled mobile base with computer vision for real-time face detection and person following.

Computer Vision Arduino Robotics

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Brain Tumor Segmentation

W-Net and deep neural networks for medical image segmentation.

PyTorch Computer Vision Medical Imaging

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Vision Transfer Learning

DeiT-based image classification with augmentation and fine-tuning.

Transformers Transfer Learning PyTorch

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Cartpole using Q-learning

Reinforcement learning implementation for cartpole control.

Reinforcement Learning Q-Learning Python

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Health Monitoring & Heart Stroke Prediction

IoT-based health monitoring system with ML prediction.

IoT Machine Learning ESP32

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