2024

Privacy-First OCR Pipeline

Hybrid compliance workflow using local Ollama models and EasyOCR.

#Ollama#Local LLM#Privacy#Computer Vision
100% Local Inference
2023

Biological Age Prediction from Medical Imaging

Multi-modal healthcare ML system predicting biological age and mortality risk from CT imaging and clinical variables using neural networks.

#PyTorch#Healthcare ML#Multi-Modal Learning#Medical Imaging#Predictive Modeling
Multi-Modal CT + Clinical Data
2023

Context-Aware Emotion Recognition

Multi-modal emotion recognition system combining body pose and scene context, predicting both discrete emotions and continuous VAD dimensions.

#PyTorch#Computer Vision#Multi-Modal Learning#ResNet#YOLO
View Code ↗
26 Emotion Categories
2023

Generative MRI Restoration

Adapting Stable Diffusion to replace slow, iterative MRI correction with real-time generative inference.

#GenAI#Stable Diffusion#Medical Imaging#Research
View Code ↗
68% Error Reduction
2023

Historical Backfill Pipeline

Large-scale migration job for regenerating and re-hosting ML artifacts from legacy experiment runs.

#MLOps#MLflow#W&B
>1k ML experiments
2022

Deep Learning for Wireless CSI Compression

Novel 3D Convolutional Autoencoder handling variable input dimensions for massive MIMO CSI feedback.

#Deep Learning#Wireless Communication#Compression#Research
40% Bandwidth Reduction
# NIKHIL_TWIN_V1.0 [KERNEL: STABLE]
SYSTEM:
Initialization complete. I have indexed Nikhil's project vault and production history. Ready for query.
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