Redefining Healthcare
Through Intelligence

I’m an Engineer on a mission to redefine the future of healthcare through AI, Data Science, and Biomedical Innovation. With a core academic foundation in Applied Electronics and Instrumentation Engineering, my passion lies in merging the physical world of medical devices with the digital intelligence of machine learning.

My experience ranges from hardware instrumentation (ECG, Ventilators) to advanced Deep Learning pipelines, offering a rare end-to-end view of the healthcare ecosystem.

View Research Download CV
Vaishnav AK

Research Expertise

Tech Ecosystem

Signal Processing • 2025
ECG Arrhythmia Detection
Engineered a hybrid CNN-LSTM model for the MIT-BIH dataset, implementing digital filtering and normalization for real-time anomaly detection.
#CNN-LSTM #Signal Processing #MIT-BIH
Medical Imaging • 2025
Pneumonia Detection
Built diagnostic tools by fine-tuning pre-trained CNN architectures (VGG16, ResNet) using transfer learning, extensive data augmentation, and hyperparameter optimization for X-ray classification.
#VGG16 #ResNet #Transfer Learning
Medical Imaging • 2025
Diabetic Retinopathy Detection
Built diagnostic tools by fine-tuning pre-trained CNN architectures (VGG16, ResNet) using transfer learning, extensive data augmentation, and hyperparameter optimization for fundus image classification.
#VGG16 #ResNet #Transfer Learning
Control Systems • 2025
ControlGym: Mass-Spring-Damper
Reinforcement Learning environment for classical control problems. Investigated Deep RL (PPO, SAC) versus classical optimal control (LQR) in stochastic environments, demonstrating RL's robustness.
#Reinforcement Learning #Control Theory #OpenAI Gym
Generative AI • 2025
WellTrack AI
Comprehensive health monitoring system using AI agents to track and predict wellness metrics. Integrates predictive modeling with a user-friendly interface.
#Generative AI #Health Tech #Python
Generative AI • 2025
Restaurant RAG Agent
Retrieval-Augmented Generation (RAG) agent designed for restaurant recommendation and query handling. Utilizes vector databases to provide context-aware responses.
#RAG #LLMs #LangChain
Generative AI • 2025
AgentOps Guardian
Capstone project focusing on operationalizing AI agents. Implements monitoring, safety guardrails, and performance tracking for autonomous agent systems.
#AgentOps #AI Safety #Autonomous Agents
Generative AI • 2025
Autonomous Career Agent
AI-driven career counselor agent that aggregates job market data and matches user profiles with opportunities using natural language processing.
#NLP #AI Agents #Career Tech
Medical Imaging • 2025
Skin Disorder Detection
Multiclass classification of Erythemato-Squamous Diseases (ESD) using clinical and histopathological attributes. Comparative analysis of Random Forest (93% acc), SVM, and XGBoost.
#Dermatology #Random Forest #Medical AI
Signal Processing • 2024
EEG Seizure Detection
Developed CNN-based models for time-series EEG signal analysis, utilizing feature extraction to identify pathological waveforms.
#CNN #EEG #Time-Series
Signal Processing • 2024
PhysioNet ECG Digitization System
Developed an automated 'Computer Vision to Time-Series' pipeline to digitize historical paper ECG scans. Implemented a DL architecture using YOLOv8 for layout detection and Swin Transformers for signal extraction, featuring dynamic calibration and artifact removal.
#YOLOv8 #Swin Transformers #Computer Vision

Scientific Software Archive

Project Research Area Tech Stack Link
ECG Arrhythmia Detection Signal Processing CNN-LSTM, Signal Processing, MIT-BIH, Real-time Code ↗
Pneumonia Detection Medical Imaging VGG16, ResNet, Transfer Learning, Medical Imaging Code ↗
Diabetic Retinopathy Detection Medical Imaging VGG16, ResNet, Transfer Learning, Medical Imaging Code ↗
ControlGym: Mass-Spring-Damper Control Systems Reinforcement Learning, Control Theory, OpenAI Gym, PPO Code ↗
WellTrack AI Generative AI Generative AI, Health Tech, Python Code ↗
Restaurant RAG Agent Generative AI RAG, LLMs, LangChain, Vector DB Code ↗
AgentOps Guardian Generative AI AgentOps, AI Safety, Autonomous Agents Code ↗
Autonomous Career Agent Generative AI NLP, AI Agents, Career Tech Code ↗
Skin Disorder Detection Medical Imaging Dermatology, Random Forest, Medical AI Code ↗
EEG Seizure Detection Signal Processing CNN, EEG, Time-Series, Feature Extraction Code ↗
PhysioNet ECG Digitization System Signal Processing YOLOv8, Swin Transformers, Computer Vision, Digitization Code ↗
Admission Prediction Linear Regression Software Archive Jupyter Notebook Code ↗
Advertising Sales Linear Regression Software Archive Jupyter Notebook Code ↗
Anti Gravity Test1 Software Archive Code ↗
Autonomous Job Application Agent Software Archive Code ↗
Bike Rental Prediction Software Archive Jupyter Notebook Code ↗
Capstone Project The The Ai Website Creator 5Dgai Software Archive Jupyter Notebook Code ↗
Car Price Prediction Software Archive Jupyter Notebook Code ↗
Cats Dogs Software Archive Jupyter Notebook Code ↗
Comp1 Titanic Software Archive Jupyter Notebook Code ↗
Dronegym Rl Quadcopter Attitude Software Archive Code ↗
Fifa Cluster Software Archive Jupyter Notebook Code ↗
Genderdetc Complete Using Colab Software Archive Jupyter Notebook Code ↗
Iabac Cds Project 2 Inx Future Emp Data V1.6 Software Archive Jupyter Notebook Code ↗
Prcp 1002 Handwritten Digits Recognition Software Archive Jupyter Notebook Code ↗
Trafsigndetc Software Archive Jupyter Notebook Code ↗
Data Science Software Archive Jupyter Notebook Code ↗
Python Software Archive Jupyter Notebook Code ↗